Indiviual1
Madeline Egbert
04/14/2021
library(tidyverse)## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.0 ──## ✓ ggplot2 3.3.3 ✓ purrr 0.3.4
## ✓ tibble 3.0.6 ✓ dplyr 1.0.5
## ✓ tidyr 1.1.3 ✓ stringr 1.4.0
## ✓ readr 1.4.0 ✓ forcats 0.5.1## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()library(maps)##
## Attaching package: 'maps'## The following object is masked from 'package:purrr':
##
## mapacc <- read.csv("https://raw.githubusercontent.com/xdaiISU/ds202materials/master/hwlabs/fars2017/accident.csv", stringsAsFactors = FALSE)person <- read.csv("https://raw.githubusercontent.com/xdaiISU/ds202materials/master/hwlabs/fars2017/person.csv", stringsAsFactors = FALSE)#1) Are there some days of the week where more accidents happen than the others (see FARS manual, use variable DAY_WEEK)?
ggplot(acc, aes(x = DAY_WEEK)) + geom_bar(fill = 'maroon') + scale_x_discrete(limit = c('Sunday', 'Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday')) + ggtitle('Number of Fatal Accidents per Day of the Week') + xlab('Day of the Week') + ylab('Count')
#explanation:
#2) Create a data frame containing the persons who are fatally hurt in the accidents (look up variable INJ_SEV)
FatallyHurt <- person %>%
filter(INJ_SEV == 4) %>%
select(INJ_SEV)
FatallyHurt## INJ_SEV
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## 37133 4#3) Create a data frame containing the most dangerous vehicle make in each state. The number of persons fatally hit in the vehicle make is used to assess the (non-)safety of a make. Make sure to handle the missing values appropriately. (look up variable MAKE)
FatalState <- person %>%
group_by(STATE, MAKE) %>%
summarize(FatallyHurt = n())## `summarise()` has grouped output by 'STATE'. You can override using the `.groups` argument.FatalState## # A tibble: 2,324 x 3
## # Groups: STATE [51]
## STATE MAKE FatallyHurt
## <int> <int> <int>
## 1 1 2 61
## 2 1 3 4
## 3 1 6 32
## 4 1 7 116
## 5 1 9 4
## 6 1 12 270
## 7 1 13 13
## 8 1 14 29
## 9 1 18 31
## 10 1 19 19
## # … with 2,314 more rowsDangerousVehicle <- FatalState %>%
group_by(STATE) %>%
filter(FatallyHurt == max(FatallyHurt))
DangerousVehicle## # A tibble: 52 x 3
## # Groups: STATE [51]
## STATE MAKE FatallyHurt
## <int> <int> <int>
## 1 1 20 293
## 2 2 20 29
## 3 4 12 305
## 4 5 20 171
## 5 6 49 1079
## 6 8 12 176
## 7 9 37 63
## 8 10 NA 40
## 9 11 37 13
## 10 11 NA 13
## # … with 42 more rowsDangerousVehicle1 <- na.omit(DangerousVehicle)
DangerousVehicle1## # A tibble: 44 x 3
## # Groups: STATE [44]
## STATE MAKE FatallyHurt
## <int> <int> <int>
## 1 1 20 293
## 2 2 20 29
## 3 4 12 305
## 4 5 20 171
## 5 6 49 1079
## 6 8 12 176
## 7 9 37 63
## 8 11 37 13
## 9 12 12 930
## 10 13 12 608
## # … with 34 more rows#4) Create a map, and label each state with the most dangerous vehicle. Discuss the definition of the most dangerous vehicle, and what you find from the map. (Hint: Read the description for the STATE and COUNTY columns in the FARS manual. The state & county codes are Geographic Locator Codes (GLCs) from the General Services Administration’s (GSA) publication. Use readxl::read_xlsx to read in the GLCs.)
StateCounty <- readxl::read_xlsx('FRPP_GLC_-_United_StATESaPRIL62021.xlsx') ## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J1216 / R1216C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J1574 / R1574C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J3583 / R3583C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J3749 / R3749C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J3947 / R3947C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J4211 / R4211C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J6308 / R6308C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J15239 / R15239C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J22086 / R22086C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J24679 / R24679C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J26724 / R26724C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J32616 / R32616C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J36166 / R36166C10: got a date## Warning in read_fun(path = enc2native(normalizePath(path)), sheet_i = sheet, :
## Expecting logical in J36432 / R36432C10: got a datestr(StateCounty)## tibble [39,738 × 11] (S3: tbl_df/tbl/data.frame)
## $ Territory : chr [1:39738] "U" "U" "U" "U" ...
## $ State Name : chr [1:39738] "ALABAMA" "ALABAMA" "ALABAMA" "ALABAMA" ...
## $ State Code : chr [1:39738] "1" "1" "1" "01" ...
## $ City Code : chr [1:39738] "10" "50" "60" "0070" ...
## $ City Name : chr [1:39738] "ABBEVILLE" "ALBERTVILLE" "ALEXANDER CITY" "ALICEVILLE" ...
## $ County Code : chr [1:39738] "67" "95" "123" "107" ...
## $ County Name : chr [1:39738] "HENRY" "MARSHALL" "TALLAPOOSA" "PICKENS" ...
## $ Country Code : chr [1:39738] "840" "840" "840" "840" ...
## $ Old City Name : chr [1:39738] NA NA NA NA ...
## $ Date Record Added: logi [1:39738] NA NA NA NA NA NA ...
## $ Duty Station Code: chr [1:39738] "010010067" "010050095" "010060123" "010070107" ...states = map_data("state")
str(states)## 'data.frame': 15537 obs. of 6 variables:
## $ long : num -87.5 -87.5 -87.5 -87.5 -87.6 ...
## $ lat : num 30.4 30.4 30.4 30.3 30.3 ...
## $ group : num 1 1 1 1 1 1 1 1 1 1 ...
## $ order : int 1 2 3 4 5 6 7 8 9 10 ...
## $ region : chr "alabama" "alabama" "alabama" "alabama" ...
## $ subregion: chr NA NA NA NA ...justStates <- StateCounty %>%
distinct(`State Code`, `State Name`)
str(justStates)## tibble [52 × 2] (S3: tbl_df/tbl/data.frame)
## $ State Name: chr [1:52] "ALABAMA" "ALABAMA" "ALASKA" "ARIZONA" ...
## $ State Code: chr [1:52] "1" "01" "2" "4" ...DangerousVehicle2 <- DangerousVehicle1 %>%
mutate(STATE = as.character(STATE)) %>%
inner_join(justStates, by = c('STATE' = "State Code"))
str(DangerousVehicle2)## grouped_df [44 × 4] (S3: grouped_df/tbl_df/tbl/data.frame)
## $ STATE : chr [1:44] "1" "2" "4" "5" ...
## $ MAKE : int [1:44] 20 20 12 20 49 12 37 37 12 12 ...
## $ FatallyHurt: int [1:44] 293 29 305 171 1079 176 63 13 930 608 ...
## $ State Name : chr [1:44] "ALABAMA" "ALASKA" "ARIZONA" "ARKANSAS" ...
## - attr(*, "groups")= tibble [44 × 2] (S3: tbl_df/tbl/data.frame)
## ..$ STATE: chr [1:44] "1" "11" "12" "13" ...
## ..$ .rows: list<int> [1:44]
## .. ..$ : int 1
## .. ..$ : int 8
## .. ..$ : int 9
## .. ..$ : int 10
## .. ..$ : int 11
## .. ..$ : int 12
## .. ..$ : int 13
## .. ..$ : int 14
## .. ..$ : int 15
## .. ..$ : int 2
## .. ..$ : int 16
## .. ..$ : int 17
## .. ..$ : int 18
## .. ..$ : int 19
## .. ..$ : int 20
## .. ..$ : int 21
## .. ..$ : int 22
## .. ..$ : int 23
## .. ..$ : int 24
## .. ..$ : int 25
## .. ..$ : int 26
## .. ..$ : int 27
## .. ..$ : int 28
## .. ..$ : int 29
## .. ..$ : int 30
## .. ..$ : int 3
## .. ..$ : int 31
## .. ..$ : int 32
## .. ..$ : int 33
## .. ..$ : int 34
## .. ..$ : int 35
## .. ..$ : int 36
## .. ..$ : int 37
## .. ..$ : int 38
## .. ..$ : int 4
## .. ..$ : int 39
## .. ..$ : int 40
## .. ..$ : int 41
## .. ..$ : int 42
## .. ..$ : int 43
## .. ..$ : int 44
## .. ..$ : int 5
## .. ..$ : int 6
## .. ..$ : int 7
## .. ..@ ptype: int(0)
## ..- attr(*, ".drop")= logi TRUEstates1 <- states %>%
select(long, lat, region)
states1## long lat region
## 1 -87.46201 30.38968 alabama
## 2 -87.48493 30.37249 alabama
## 3 -87.52503 30.37249 alabama
## 4 -87.53076 30.33239 alabama
## 5 -87.57087 30.32665 alabama
## 6 -87.58806 30.32665 alabama
## 7 -87.59379 30.30947 alabama
## 8 -87.59379 30.28655 alabama
## 9 -87.67400 30.27509 alabama
## 10 -87.81152 30.25790 alabama
## 11 -87.88026 30.24644 alabama
## 12 -87.92037 30.24644 alabama
## 13 -87.95475 30.24644 alabama
## 14 -88.00632 30.24071 alabama
## 15 -88.01778 30.25217 alabama
## 16 -88.01205 30.26936 alabama
## 17 -87.99486 30.27509 alabama
## 18 -87.95475 30.27509 alabama
## 19 -87.90318 30.28082 alabama
## 20 -87.82870 30.28655 alabama
## 21 -87.80006 30.28655 alabama
## 22 -87.80006 30.32665 alabama
## 23 -87.81724 30.34385 alabama
## 24 -87.84016 30.38395 alabama
## 25 -87.85162 30.40114 alabama
## 26 -87.87453 30.41260 alabama
## 27 -87.90318 30.42406 alabama
## 28 -87.92610 30.44698 alabama
## 29 -87.93183 30.49281 alabama
## 30 -87.94329 30.52719 alabama
## 31 -87.92037 30.56157 alabama
## 32 -87.91464 30.58449 alabama
## 33 -87.92610 30.61886 alabama
## 34 -87.92037 30.67043 alabama
## 35 -87.94902 30.69908 alabama
## 36 -87.98913 30.79075 alabama
## 37 -88.00632 30.79648 alabama
## 38 -88.01778 30.80221 alabama
## 39 -88.03497 30.79075 alabama
## 40 -88.04642 30.75638 alabama
## 41 -88.05215 30.72773 alabama
## 42 -88.05215 30.71054 alabama
## 43 -88.06361 30.68762 alabama
## 44 -88.06934 30.68189 alabama
## 45 -88.08080 30.63033 alabama
## 46 -88.08080 30.61314 alabama
## 47 -88.09799 30.60741 alabama
## 48 -88.10944 30.59595 alabama
## 49 -88.11518 30.58449 alabama
## 50 -88.10944 30.55584 alabama
## 51 -88.12091 30.48136 alabama
## 52 -88.12091 30.44125 alabama
## 53 -88.12664 30.38968 alabama
## 54 -88.13237 30.36103 alabama
## 55 -88.14383 30.34385 alabama
## 56 -88.16102 30.33812 alabama
## 57 -88.17248 30.33812 alabama
## 58 -88.18966 30.35530 alabama
## 59 -88.22404 30.37822 alabama
## 60 -88.23550 30.39541 alabama
## 61 -88.28706 30.40114 alabama
## 62 -88.31571 30.40114 alabama
## 63 -88.33290 30.40114 alabama
## 64 -88.35010 30.42406 alabama
## 65 -88.39021 30.41260 alabama
## 66 -88.40739 30.73346 alabama
## 67 -88.41885 30.99702 alabama
## 68 -88.43031 31.12307 alabama
## 69 -88.45322 31.43247 alabama
## 70 -88.46468 31.69603 alabama
## 71 -88.47614 31.89083 alabama
## 72 -88.43031 32.22314 alabama
## 73 -88.43031 32.30909 alabama
## 74 -88.39021 32.57838 alabama
## 75 -88.35010 32.92215 alabama
## 76 -88.33863 32.98518 alabama
## 77 -88.29853 33.28312 alabama
## 78 -88.27560 33.52949 alabama
## 79 -88.25269 33.73576 alabama
## 80 -88.20686 34.06234 alabama
## 81 -88.20686 34.07953 alabama
## 82 -88.18394 34.31444 alabama
## 83 -88.16675 34.46341 alabama
## 84 -88.14955 34.58373 alabama
## 85 -88.10944 34.89886 alabama
## 86 -88.13237 34.90459 alabama
## 87 -88.16675 34.95043 alabama
## 88 -88.18966 34.99627 alabama
## 89 -88.18394 35.01345 alabama
## 90 -87.98913 35.01345 alabama
## 91 -87.60525 35.00772 alabama
## 92 -87.22710 35.00199 alabama
## 93 -87.20417 35.00199 alabama
## 94 -86.82603 34.99627 alabama
## 95 -86.78019 34.99053 alabama
## 96 -86.31036 34.99053 alabama
## 97 -85.85200 34.98480 alabama
## 98 -85.61135 34.97907 alabama
## 99 -85.58844 34.84156 alabama
## 100 -85.54260 34.61811 alabama
## 101 -85.52541 34.58373 alabama
## 102 -85.46812 34.26287 alabama
## 103 -85.42801 34.07953 alabama
## 104 -85.40509 33.95921 alabama
## 105 -85.39363 33.90764 alabama
## 106 -85.34779 33.66127 alabama
## 107 -85.31342 33.49511 alabama
## 108 -85.29623 33.43209 alabama
## 109 -85.24466 33.11696 alabama
## 110 -85.23893 33.10550 alabama
## 111 -85.19309 32.87059 alabama
## 112 -85.19309 32.85913 alabama
## 113 -85.17018 32.84194 alabama
## 114 -85.14725 32.79037 alabama
## 115 -85.13007 32.76746 alabama
## 116 -85.13007 32.75027 alabama
## 117 -85.12434 32.73308 alabama
## 118 -85.10142 32.67578 alabama
## 119 -85.10142 32.63567 alabama
## 120 -85.06704 32.60703 alabama
## 121 -85.04986 32.55546 alabama
## 122 -85.00975 32.52682 alabama
## 123 -84.98683 32.49817 alabama
## 124 -84.99256 32.46952 alabama
## 125 -84.97537 32.42368 alabama
## 126 -84.98109 32.37785 alabama
## 127 -85.00402 32.33774 alabama
## 128 -84.97537 32.30909 alabama
## 129 -84.92381 32.28044 alabama
## 130 -84.90089 32.25179 alabama
## 131 -84.92953 32.23461 alabama
## 132 -84.95245 32.22887 alabama
## 133 -84.96964 32.20023 alabama
## 134 -84.99256 32.18304 alabama
## 135 -85.04986 32.16012 alabama
## 136 -85.06131 32.12001 alabama
## 137 -85.06131 32.10283 alabama
## 138 -85.06131 32.08564 alabama
## 139 -85.06131 32.06272 alabama
## 140 -85.06131 32.02834 alabama
## 141 -85.06131 31.99396 alabama
## 142 -85.07851 31.95959 alabama
## 143 -85.10715 31.93667 alabama
## 144 -85.14153 31.86791 alabama
## 145 -85.13580 31.78770 alabama
## 146 -85.13580 31.77624 alabama
## 147 -85.13007 31.73040 alabama
## 148 -85.11861 31.68456 alabama
## 149 -85.07851 31.61581 alabama
## 150 -85.06131 31.55852 alabama
## 151 -85.06131 31.52414 alabama
## 152 -85.08424 31.47830 alabama
## 153 -85.08424 31.44392 alabama
## 154 -85.09570 31.40955 alabama
## 155 -85.09570 31.34079 alabama
## 156 -85.10142 31.30068 alabama
## 157 -85.12434 31.28349 alabama
## 158 -85.12434 31.25485 alabama
## 159 -85.11288 31.19182 alabama
## 160 -85.11288 31.17463 alabama
## 161 -85.08997 31.14026 alabama
## 162 -85.04413 31.11161 alabama
## 163 -85.03840 31.09442 alabama
## 164 -85.03267 31.07723 alabama
## 165 -85.03267 31.03712 alabama
## 166 -85.01548 31.00275 alabama
## 167 -85.01548 30.99702 alabama
## 168 -85.49677 31.00847 alabama
## 169 -85.51968 31.00847 alabama
## 170 -86.04680 31.00847 alabama
## 171 -86.20150 31.00847 alabama
## 172 -86.39057 31.00847 alabama
## 173 -86.70570 31.00847 alabama
## 174 -86.79737 31.00847 alabama
## 175 -87.18126 31.00847 alabama
## 176 -87.60525 31.00847 alabama
## 177 -87.60525 30.95691 alabama
## 178 -87.61097 30.93399 alabama
## 179 -87.63390 30.89962 alabama
## 180 -87.63963 30.87670 alabama
## 181 -87.63390 30.85951 alabama
## 182 -87.61097 30.84232 alabama
## 183 -87.54795 30.77356 alabama
## 184 -87.49065 30.72200 alabama
## 185 -87.46201 30.71054 alabama
## 186 -87.45055 30.69908 alabama
## 187 -87.42190 30.67616 alabama
## 188 -87.41044 30.64751 alabama
## 189 -87.41044 30.61886 alabama
## 190 -87.43336 30.58449 alabama
## 191 -87.46201 30.54438 alabama
## 192 -87.46774 30.52719 alabama
## 193 -87.46201 30.51000 alabama
## 194 -87.44482 30.49281 alabama
## 195 -87.39899 30.45844 alabama
## 196 -87.39326 30.44698 alabama
## 197 -87.40472 30.42979 alabama
## 198 -87.42190 30.42979 alabama
## 199 -87.43909 30.42406 alabama
## 200 -87.43909 30.41833 alabama
## 201 -87.45055 30.40114 alabama
## 202 -87.46201 30.38968 alabama
## 204 -114.63739 35.01918 arizona
## 205 -114.64313 35.10512 arizona
## 206 -114.60302 35.12231 arizona
## 207 -114.57436 35.17961 arizona
## 208 -114.58583 35.23690 arizona
## 209 -114.59728 35.28274 arizona
## 210 -114.60874 35.35723 arizona
## 211 -114.62594 35.40879 arizona
## 212 -114.66605 35.45463 arizona
## 213 -114.66031 35.50047 arizona
## 214 -114.66605 35.54057 arizona
## 215 -114.67178 35.60933 arizona
## 216 -114.68324 35.66662 arizona
## 217 -114.70042 35.71246 arizona
## 218 -114.70042 35.79268 arizona
## 219 -114.68896 35.88435 arizona
## 220 -114.71188 35.91299 arizona
## 221 -114.73480 35.95883 arizona
## 222 -114.73480 36.01613 arizona
## 223 -114.75771 36.06197 arizona
## 224 -114.73480 36.10780 arizona
## 225 -114.70042 36.11926 arizona
## 226 -114.64313 36.14218 arizona
## 227 -114.55718 36.15364 arizona
## 228 -114.48843 36.13645 arizona
## 229 -114.39675 36.13645 arizona
## 230 -114.32800 36.11353 arizona
## 231 -114.31081 36.04478 arizona
## 232 -114.26498 36.02758 arizona
## 233 -114.20194 36.02186 arizona
## 234 -114.13892 36.03905 arizona
## 235 -114.11600 36.09634 arizona
## 236 -114.08163 36.13645 arizona
## 237 -114.05298 36.21093 arizona
## 238 -114.04725 36.84119 arizona
## 239 -114.04152 36.99588 arizona
## 240 -113.82380 36.99588 arizona
## 241 -113.53732 37.00161 arizona
## 242 -113.27949 37.00161 arizona
## 243 -113.00447 37.00161 arizona
## 244 -112.90707 36.99588 arizona
## 245 -112.72945 37.00161 arizona
## 246 -112.54037 36.99588 arizona
## 247 -112.41432 36.99588 arizona
## 248 -112.20805 36.99588 arizona
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## 15535 -111.05641 40.99513 wyoming
## 15536 -111.05641 41.23005 wyoming
## 15537 -111.05641 41.57955 wyoming
## 15538 -111.05068 41.99781 wyoming
## 15539 -111.05641 42.51920 wyoming
## 15540 -111.05641 43.02340 wyoming
## 15541 -111.05068 43.29269 wyoming
## 15542 -111.06214 43.50468 wyoming
## 15543 -111.05641 43.98597 wyoming
## 15544 -111.06214 44.14067 wyoming
## 15545 -111.05641 44.49017 wyoming
## 15546 -111.04495 44.99438 wyoming
## 15547 -109.99644 44.99438 wyoming
## 15548 -109.81309 44.99438 wyoming
## 15549 -109.73288 45.00010 wyoming
## 15550 -109.49223 45.00010 wyoming
## 15551 -109.26878 45.00010 wyoming
## 15552 -108.99376 44.99438 wyoming
## 15553 -108.78750 45.00010 wyoming
## 15554 -108.61561 44.99438 wyoming
## 15555 -108.28329 45.00010 wyoming
## 15556 -107.90514 44.99438 wyoming
## 15557 -107.77909 45.00010 wyoming
## 15558 -107.58428 45.00010 wyoming
## 15559 -107.33218 45.00583 wyoming
## 15560 -107.02852 45.00583 wyoming
## 15561 -106.69047 45.00583 wyoming
## 15562 -106.34669 45.00583 wyoming
## 15563 -106.23783 45.00583 wyoming
## 15564 -106.02011 45.00010 wyoming
## 15565 -105.91125 45.00583 wyoming
## 15566 -105.69352 45.00583 wyoming
## 15567 -105.36694 45.00583 wyoming
## 15568 -105.18932 45.00583 wyoming
## 15569 -105.08619 45.00010 wyoming
## 15570 -105.02889 45.00583 wyoming
## 15571 -104.92577 45.00583 wyoming
## 15572 -104.78252 45.00583 wyoming
## 15573 -104.58199 45.00583 wyoming
## 15574 -104.34135 45.00583 wyoming
## 15575 -104.15800 45.00583 wyoming
## 15576 -104.05486 45.00583 wyoming
## 15577 -104.05486 44.58185 wyoming
## 15578 -104.05486 44.18077 wyoming
## 15579 -104.06059 44.13494 wyoming
## 15580 -104.05486 43.84846 wyoming
## 15581 -104.06059 43.49895 wyoming
## 15582 -104.06633 43.47604 wyoming
## 15583 -104.06059 43.00621 wyoming
## 15584 -104.06059 42.61087 wyoming
## 15585 -104.05486 41.99781 wyoming
## 15586 -104.06059 41.69987 wyoming
## 15587 -104.06059 41.56236 wyoming
## 15588 -104.06059 41.39620 wyoming
## 15589 -104.06059 41.00659 wyoming
## 15590 -104.94295 41.01232 wyoming
## 15591 -105.28672 41.00659 wyoming
## 15592 -106.20919 41.01232 wyoming
## 15593 -106.20346 41.00659 wyoming
## 15594 -106.32951 41.00659 wyoming
## 15595 -106.85663 41.01232 wyoming
## 15596 -107.30927 41.01805 wyoming
## 15597 -107.92233 41.01805 wyoming
## 15598 -109.05679 40.98940 wyoming
## 15599 -109.05106 40.99513 wyomingDangerousVehicle3 <- DangerousVehicle2 %>%
select('State Name', MAKE)## Adding missing grouping variables: `STATE`DangerousVehicle3## # A tibble: 44 x 3
## # Groups: STATE [44]
## STATE `State Name` MAKE
## <chr> <chr> <int>
## 1 1 ALABAMA 20
## 2 2 ALASKA 20
## 3 4 ARIZONA 12
## 4 5 ARKANSAS 20
## 5 6 CALIFORNIA 49
## 6 8 COLORADO 12
## 7 9 CONNECTICUT 37
## 8 11 DISTRICT OF COLUMBIA 37
## 9 12 FLORIDA 12
## 10 13 GEORGIA 12
## # … with 34 more rowsstates1$region <- toupper(states1$region)
StateLonLat <- DangerousVehicle3 %>%
group_by('State Name', MAKE) %>%
right_join(states1, by = c('State Name' = 'region')) %>%
summarize(long = mean(long),
lat = mean(lat)) %>%
na.omit(MAKE)## `summarise()` has grouped output by '"State Name"'. You can override using the `.groups` argument.StateLonLat## # A tibble: 4 x 4
## # Groups: "State Name" [1]
## `"State Name"` MAKE long lat
## <chr> <int> <dbl> <dbl>
## 1 State Name 12 -89.6 34.7
## 2 State Name 20 -91.3 40.2
## 3 State Name 37 -73.1 41.1
## 4 State Name 49 -111. 38.1StateLonLat1 <- StateLonLat %>%
ungroup() %>%
select(MAKE, long, lat)
StateLonLat1## # A tibble: 4 x 3
## MAKE long lat
## <int> <dbl> <dbl>
## 1 12 -89.6 34.7
## 2 20 -91.3 40.2
## 3 37 -73.1 41.1
## 4 49 -111. 38.1ggplot(states, aes(x = long, y= lat)) + geom_path(aes(group=group))
ggplot(states, aes(x = long, y = lat)) + geom_polygon(aes(group = group))
ggplot(states, aes(x = long, y = lat)) + geom_path(aes(group=group)) + geom_text(aes(label = MAKE), color = 'red', data = StateLonLat1)
ggplot(states, aes(x = long, y = lat)) + geom_polygon(aes(group=group)) + geom_text(aes(label = MAKE), color = 'red',data = StateLonLat1)
#5) Join the accident and person table (work out which variable(s) to use)
joinedtables <- left_join(acc, person)## Joining, by = c("STATE", "ST_CASE", "VE_FORMS", "COUNTY", "DAY", "MONTH", "HOUR", "MINUTE", "RUR_URB", "FUNC_SYS", "HARM_EV", "MAN_COLL", "SCH_BUS")joinedtables## STATE ST_CASE VE_TOTAL VE_FORMS PVH_INVL PEDS PERNOTMVIT PERMVIT PERSONS
## 1 1 10001 1 1 0 0 0 1 1
## 2 1 10002 1 1 0 0 0 1 1
## 3 1 10003 3 3 0 0 0 3 3
## 4 1 10003 3 3 0 0 0 3 3
## 5 1 10003 3 3 0 0 0 3 3
## 6 1 10004 1 1 0 0 0 1 1
## 7 1 10005 1 1 0 0 0 2 2
## 8 1 10005 1 1 0 0 0 2 2
## 9 1 10006 2 2 0 0 0 4 4
## 10 1 10006 2 2 0 0 0 4 4
## 11 1 10006 2 2 0 0 0 4 4
## 12 1 10006 2 2 0 0 0 4 4
## 13 1 10007 2 2 0 0 0 2 2
## 14 1 10007 2 2 0 0 0 2 2
## 15 1 10008 1 1 0 0 0 1 1
## 16 1 10009 1 1 0 0 0 1 1
## 17 1 10010 1 1 0 1 1 1 1
## 18 1 10010 1 1 0 1 1 1 1
## 19 1 10011 2 2 0 0 0 2 2
## 20 1 10011 2 2 0 0 0 2 2
## 21 1 10012 2 2 0 0 0 2 2
## 22 1 10012 2 2 0 0 0 2 2
## 23 1 10013 2 2 0 0 0 5 5
## 24 1 10013 2 2 0 0 0 5 5
## 25 1 10013 2 2 0 0 0 5 5
## 26 1 10013 2 2 0 0 0 5 5
## 27 1 10013 2 2 0 0 0 5 5
## 28 1 10014 3 3 0 0 0 3 3
## 29 1 10014 3 3 0 0 0 3 3
## 30 1 10014 3 3 0 0 0 3 3
## 31 1 10015 1 1 0 0 0 1 1
## 32 1 10016 1 1 0 0 0 1 1
## 33 1 10017 1 1 0 0 0 1 1
## 34 1 10018 2 2 0 0 0 3 3
## 35 1 10018 2 2 0 0 0 3 3
## 36 1 10018 2 2 0 0 0 3 3
## 37 1 10019 1 1 0 0 0 3 3
## 38 1 10019 1 1 0 0 0 3 3
## 39 1 10019 1 1 0 0 0 3 3
## 40 1 10020 1 1 0 0 0 2 2
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## 42 1 10021 1 1 0 0 0 1 1
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## 64 1 10032 1 1 0 0 0 1 1
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## 606 81 0 30 4 2017 1 0 1 0 1 5
## 607 125 2260 30 4 2017 1 19 59 1 2 3
## 608 125 2260 30 4 2017 1 19 59 1 2 3
## 609 83 0 30 4 2017 1 22 30 0 2 5
## 610 83 0 30 4 2017 1 22 30 0 2 5
## 611 55 1280 1 5 2017 2 13 35 0 2 4
## 612 21 0 5 5 2017 6 18 30 0 1 4
## 613 21 0 5 5 2017 6 18 30 0 1 4
## 614 81 0 7 5 2017 1 23 21 0 1 4
## 615 43 0 7 5 2017 1 18 1 0 2 5
## 616 43 0 7 5 2017 1 18 1 0 2 5
## 617 43 0 7 5 2017 1 18 1 0 2 5
## 618 43 0 7 5 2017 1 18 1 0 2 5
## 619 43 0 7 5 2017 1 18 1 0 2 5
## 620 43 0 7 5 2017 1 18 1 0 2 5
## 621 97 2100 10 5 2017 4 18 40 1 2 3
## 622 69 930 11 5 2017 5 19 25 0 2 4
## 623 3 0 12 5 2017 6 13 40 1 1 3
## 624 3 0 12 5 2017 6 13 40 1 1 3
## 625 73 350 13 5 2017 7 18 10 0 2 5
## 626 73 350 13 5 2017 7 18 10 0 2 5
## 627 101 2130 13 5 2017 7 22 32 0 2 3
## 628 101 2130 13 5 2017 7 22 32 0 2 3
## 629 101 2130 13 5 2017 7 22 32 0 2 3
## 630 101 2130 13 5 2017 7 22 32 0 2 3
## 631 121 0 13 5 2017 7 16 50 0 1 4
## 632 121 0 13 5 2017 7 16 50 0 1 4
## 633 121 0 13 5 2017 7 16 50 0 1 4
## 634 43 9997 14 5 2017 1 9 30 0 1 7
## 635 43 9997 14 5 2017 1 9 30 0 1 7
## 636 3 1493 14 5 2017 1 21 47 1 2 3
## 637 3 1493 14 5 2017 1 21 47 1 2 3
## 638 3 1493 14 5 2017 1 21 47 1 2 3
## 639 111 3160 15 5 2017 2 11 30 0 1 7
## 640 69 930 15 5 2017 2 17 31 1 2 3
## 641 69 930 15 5 2017 2 17 31 1 2 3
## 642 69 930 15 5 2017 2 17 31 1 2 3
## 643 69 930 15 5 2017 2 17 31 1 2 3
## 644 69 930 15 5 2017 2 17 31 1 2 3
## 645 123 0 17 5 2017 4 6 35 0 1 4
## 646 59 0 18 5 2017 5 6 50 1 1 3
## 647 125 0 18 5 2017 5 7 39 0 2 3
## 648 125 0 18 5 2017 5 7 39 0 2 3
## 649 125 0 18 5 2017 5 7 39 0 2 3
## 650 43 0 18 5 2017 5 9 10 0 1 6
## 651 43 0 18 5 2017 5 9 10 0 1 6
## 652 19 630 18 5 2017 5 13 0 0 1 4
## 653 19 630 18 5 2017 5 13 0 0 1 4
## 654 89 1730 18 5 2017 5 21 43 0 2 4
## 655 89 1730 18 5 2017 5 21 43 0 2 4
## 656 49 1230 18 5 2017 5 23 45 0 2 5
## 657 49 1230 18 5 2017 5 23 45 0 2 5
## 658 77 0 19 5 2017 6 13 55 0 1 6
## 659 77 0 19 5 2017 6 13 55 0 1 6
## 660 73 350 19 5 2017 6 15 16 1 2 3
## 661 73 350 19 5 2017 6 15 16 1 2 3
## 662 73 350 20 5 2017 7 4 30 0 2 4
## 663 129 0 20 5 2017 7 21 40 0 1 4
## 664 129 0 20 5 2017 7 21 40 0 1 4
## 665 129 0 20 5 2017 7 21 40 0 1 4
## 666 9 0 21 5 2017 1 18 10 1 1 3
## 667 9 0 21 5 2017 1 18 10 1 1 3
## 668 9 0 21 5 2017 1 18 10 1 1 3
## 669 73 0 21 5 2017 1 10 8 1 1 3
## 670 73 0 21 5 2017 1 10 8 1 1 3
## 671 73 0 21 5 2017 1 10 8 1 1 3
## 672 73 0 21 5 2017 1 10 8 1 1 3
## 673 73 0 21 5 2017 1 10 8 1 1 3
## 674 73 0 21 5 2017 1 10 8 1 1 3
## 675 73 0 21 5 2017 1 10 8 1 1 3
## 676 73 0 21 5 2017 1 10 8 1 1 3
## 677 7 0 21 5 2017 1 21 20 0 1 4
## 678 7 0 21 5 2017 1 21 20 0 1 4
## 679 7 0 21 5 2017 1 21 20 0 1 4
## 680 101 0 22 5 2017 2 12 55 1 1 3
## 681 101 0 22 5 2017 2 12 55 1 1 3
## 682 115 2320 23 5 2017 3 3 20 0 1 4
## 683 115 2320 23 5 2017 3 3 20 0 1 4
## 684 127 0 23 5 2017 3 14 28 0 1 5
## 685 127 0 23 5 2017 3 14 28 0 1 5
## 686 9 0 23 5 2017 3 15 35 0 1 4
## 687 9 0 23 5 2017 3 15 35 0 1 4
## 688 73 2960 23 5 2017 3 18 32 1 2 3
## 689 73 2960 23 5 2017 3 18 32 1 2 3
## 690 97 0 23 5 2017 3 20 10 0 2 7
## 691 97 0 23 5 2017 3 20 10 0 2 7
## 692 9 0 24 5 2017 4 9 33 1 1 3
## 693 9 0 24 5 2017 4 9 33 1 1 3
## 694 9 0 24 5 2017 4 9 33 1 1 3
## 695 9 0 24 5 2017 4 9 33 1 1 3
## 696 9 0 24 5 2017 4 9 33 1 1 3
## 697 97 0 24 5 2017 4 22 45 0 1 5
## 698 95 1500 24 5 2017 4 23 17 1 2 3
## 699 95 1500 24 5 2017 4 23 17 1 2 3
## 700 95 1500 24 5 2017 4 23 17 1 2 3
## 701 95 1500 24 5 2017 4 23 17 1 2 3
## 702 97 2100 24 5 2017 4 17 35 0 1 4
## 703 97 2100 24 5 2017 4 17 35 0 1 4
## 704 97 2100 24 5 2017 4 17 35 0 1 4
## 705 91 0 25 5 2017 5 2 15 0 1 5
## 706 125 0 26 5 2017 6 1 0 0 1 7
## 707 125 0 26 5 2017 6 1 0 0 1 7
## 708 35 0 27 5 2017 7 5 55 0 1 5
## 709 55 1280 27 5 2017 7 16 12 1 2 3
## 710 55 1280 27 5 2017 7 16 12 1 2 3
## 711 55 1280 27 5 2017 7 16 12 1 2 3
## 712 95 50 27 5 2017 7 5 47 0 2 4
## 713 125 3050 27 5 2017 7 19 45 0 2 4
## 714 97 2100 29 5 2017 2 21 42 1 2 3
## 715 97 2100 29 5 2017 2 21 42 1 2 3
## 716 97 2100 29 5 2017 2 21 42 1 2 3
## 717 97 2100 29 5 2017 2 21 42 1 2 3
## 718 127 1780 30 5 2017 3 0 2 1 2 3
## 719 127 1780 30 5 2017 3 0 2 1 2 3
## 720 19 630 30 5 2017 3 12 48 0 1 4
## 721 19 630 30 5 2017 3 12 48 0 1 4
## 722 17 0 30 5 2017 3 16 32 0 1 7
## 723 51 0 31 5 2017 4 4 45 0 2 4
## 724 51 0 31 5 2017 4 4 45 0 2 4
## 725 125 3050 31 5 2017 4 13 37 1 2 3
## 726 103 890 1 6 2017 5 0 3 1 2 3
## 727 103 890 1 6 2017 5 0 3 1 2 3
## 728 103 890 1 6 2017 5 0 3 1 2 3
## 729 103 890 1 6 2017 5 0 3 1 2 3
## 730 109 0 1 6 2017 5 17 15 0 1 5
## 731 109 0 1 6 2017 5 17 15 0 1 5
## 732 99 0 1 6 2017 5 16 30 0 1 7
## 733 99 0 1 6 2017 5 16 30 0 1 7
## 734 99 0 1 6 2017 5 16 30 0 1 7
## 735 99 0 1 6 2017 5 16 30 0 1 7
## 736 99 0 1 6 2017 5 16 30 0 1 7
## 737 113 2440 3 6 2017 7 19 34 1 2 3
## 738 113 2440 3 6 2017 7 19 34 1 2 3
## 739 113 2440 3 6 2017 7 19 34 1 2 3
## 740 113 2440 3 6 2017 7 19 34 1 2 3
## 741 73 330 3 6 2017 7 1 30 0 2 4
## 742 77 1806 4 6 2017 1 0 30 1 2 3
## 743 77 1806 4 6 2017 1 0 30 1 2 3
## 744 117 1716 4 6 2017 1 13 46 0 2 5
## 745 69 930 5 6 2017 2 1 22 1 2 3
## 746 69 930 5 6 2017 2 1 22 1 2 3
## 747 19 0 6 6 2017 3 12 15 0 1 5
## 748 27 0 6 6 2017 3 18 45 0 1 5
## 749 31 0 6 6 2017 3 19 5 0 1 5
## 750 87 0 7 6 2017 4 22 50 0 1 4
## 751 87 0 7 6 2017 4 22 50 0 1 4
## 752 97 0 7 6 2017 4 7 16 1 1 3
## 753 97 0 7 6 2017 4 7 16 1 1 3
## 754 97 0 7 6 2017 4 14 40 1 2 3
## 755 97 0 7 6 2017 4 14 40 1 2 3
## 756 97 0 7 6 2017 4 14 40 1 2 3
## 757 97 0 7 6 2017 4 14 40 1 2 3
## 758 97 0 7 6 2017 4 14 40 1 2 3
## 759 97 0 7 6 2017 4 14 40 1 2 3
## 760 97 0 7 6 2017 4 14 40 1 2 3
## 761 81 0 7 6 2017 4 7 38 1 2 3
## 762 81 0 7 6 2017 4 7 38 1 2 3
## 763 73 350 7 6 2017 4 16 49 0 2 7
## 764 73 350 7 6 2017 4 16 49 0 2 7
## 765 73 350 7 6 2017 4 16 49 0 2 7
## 766 43 0 8 6 2017 5 14 41 0 1 5
## 767 43 0 8 6 2017 5 14 41 0 1 5
## 768 9 0 8 6 2017 5 15 40 1 1 3
## 769 9 0 8 6 2017 5 15 40 1 1 3
## 770 9 0 8 6 2017 5 15 40 1 1 3
## 771 9 0 8 6 2017 5 15 40 1 1 3
## 772 9 0 8 6 2017 5 15 40 1 1 3
## 773 9 0 8 6 2017 5 15 40 1 1 3
## 774 73 350 9 6 2017 6 9 4 1 2 3
## 775 73 350 9 6 2017 6 9 4 1 2 3
## 776 73 350 9 6 2017 6 9 4 1 2 3
## 777 43 0 9 6 2017 6 15 5 1 1 3
## 778 43 0 9 6 2017 6 15 5 1 1 3
## 779 43 0 9 6 2017 6 15 5 1 1 3
## 780 43 0 9 6 2017 6 15 5 1 1 3
## 781 43 0 9 6 2017 6 15 5 1 1 3
## 782 43 0 9 6 2017 6 15 5 1 1 3
## 783 43 0 9 6 2017 6 15 5 1 1 3
## 784 43 0 9 6 2017 6 15 5 1 1 3
## 785 43 0 9 6 2017 6 15 5 1 1 3
## 786 69 1410 10 6 2017 7 20 0 0 1 4
## 787 69 1410 10 6 2017 7 20 0 0 1 4
## 788 121 0 13 6 2017 3 15 50 0 1 5
## 789 81 0 13 6 2017 3 20 11 0 1 4
## 790 81 0 13 6 2017 3 20 11 0 1 4
## 791 121 0 13 6 2017 3 23 34 0 2 5
## 792 121 0 13 6 2017 3 23 34 0 2 5
## 793 121 0 13 6 2017 3 23 34 0 2 5
## 794 51 0 14 6 2017 4 21 20 1 1 3
## 795 49 2564 15 6 2017 5 15 10 1 1 3
## 796 49 2564 15 6 2017 5 15 10 1 1 3
## 797 49 2564 15 6 2017 5 15 10 1 1 3
## 798 49 2564 15 6 2017 5 15 10 1 1 3
## 799 49 2564 15 6 2017 5 15 10 1 1 3
## 800 49 2564 15 6 2017 5 15 10 1 1 3
## 801 49 2564 15 6 2017 5 15 10 1 1 3
## 802 77 0 15 6 2017 5 23 40 0 1 6
## 803 17 1830 16 6 2017 6 20 25 0 1 7
## 804 89 0 16 6 2017 6 16 53 0 2 5
## 805 121 0 16 6 2017 6 21 30 1 2 3
## 806 121 0 16 6 2017 6 21 30 1 2 3
## 807 125 3050 16 6 2017 6 22 9 0 2 4
## 808 125 3050 16 6 2017 6 22 9 0 2 4
## 809 65 0 17 6 2017 7 0 0 0 1 7
## 810 9 0 17 6 2017 7 10 46 0 1 3
## 811 51 0 18 6 2017 1 1 20 1 1 3
## 812 51 0 18 6 2017 1 1 20 1 1 3
## 813 51 0 18 6 2017 1 1 20 1 1 3
## 814 33 0 18 6 2017 1 7 20 0 1 5
## 815 33 0 18 6 2017 1 7 20 0 1 5
## 816 97 2100 18 6 2017 1 21 2 0 2 5
## 817 97 2100 18 6 2017 1 21 2 0 2 5
## 818 97 2100 18 6 2017 1 21 2 0 2 5
## 819 97 2100 18 6 2017 1 21 2 0 2 5
## 820 97 2100 18 6 2017 1 21 2 0 2 5
## 821 97 2100 18 6 2017 1 21 2 0 2 5
## 822 73 350 18 6 2017 1 16 30 0 2 7
## 823 73 350 18 6 2017 1 16 30 0 2 7
## 824 47 0 18 6 2017 1 18 15 0 1 7
## 825 71 0 19 6 2017 2 0 30 0 1 5
## 826 109 0 19 6 2017 2 0 0 1 1 3
## 827 109 0 19 6 2017 2 0 0 1 1 3
## 828 117 0 19 6 2017 2 4 0 0 1 5
## 829 83 0 20 6 2017 3 16 28 0 2 7
## 830 83 0 20 6 2017 3 16 28 0 2 7
## 831 83 0 20 6 2017 3 16 28 0 2 7
## 832 125 3050 20 6 2017 3 18 0 0 2 4
## 833 125 3050 20 6 2017 3 18 0 0 2 4
## 834 51 0 20 6 2017 3 23 20 0 1 6
## 835 69 930 20 6 2017 3 23 27 1 2 3
## 836 69 930 20 6 2017 3 23 27 1 2 3
## 837 125 0 21 6 2017 4 0 45 0 1 4
## 838 71 0 22 6 2017 5 13 15 0 1 7
## 839 89 0 23 6 2017 6 4 10 1 1 3
## 840 133 0 24 6 2017 7 16 43 0 1 7
## 841 73 350 25 6 2017 1 3 54 1 2 3
## 842 73 350 25 6 2017 1 3 54 1 2 3
## 843 55 1280 25 6 2017 1 2 33 1 2 1
## 844 85 0 9 1 2017 2 1 40 1 1 1
## 845 85 0 9 1 2017 2 1 40 1 1 1
## 846 85 0 9 1 2017 2 1 40 1 1 1
## 847 85 0 9 1 2017 2 1 40 1 1 1
## 848 53 0 19 2 2017 1 14 35 1 1 1
## 849 53 0 19 2 2017 1 14 35 1 1 1
## 850 53 0 19 2 2017 1 14 35 1 1 1
## 851 87 0 8 3 2017 4 16 10 1 1 1
## 852 63 0 23 5 2017 3 4 35 1 1 1
## 853 63 0 23 5 2017 3 4 35 1 1 1
## 854 63 0 23 5 2017 3 4 35 1 1 1
## 855 3 0 26 5 2017 6 4 50 1 1 1
## 856 97 0 5 1 2017 5 20 55 0 2 7
## 857 21 0 7 1 2017 7 14 5 0 1 4
## 858 21 0 7 1 2017 7 14 5 0 1 4
## 859 21 0 7 1 2017 7 14 5 0 1 4
## 860 21 0 7 1 2017 7 14 5 0 1 4
## 861 89 0 21 1 2017 7 23 35 0 1 4
## 862 89 0 21 1 2017 7 23 35 0 1 4
## 863 95 0 23 1 2017 2 18 15 0 1 4
## 864 95 0 23 1 2017 2 18 15 0 1 4
## 865 31 0 31 1 2017 3 12 0 0 1 4
## 866 109 0 16 2 2017 5 14 25 1 1 3
## 867 109 0 16 2 2017 5 14 25 1 1 3
## 868 109 0 16 2 2017 5 14 25 1 1 3
## 869 109 0 16 2 2017 5 14 25 1 1 3
## 870 109 0 16 2 2017 5 14 25 1 1 3
## 871 109 0 16 2 2017 5 14 25 1 1 3
## 872 109 0 16 2 2017 5 14 25 1 1 3
## 873 109 0 16 2 2017 5 14 25 1 1 3
## 874 83 0 5 4 2017 4 12 5 0 2 5
## 875 7 0 29 4 2017 7 20 45 0 1 5
## 876 7 0 29 4 2017 7 20 45 0 1 5
## 877 73 1315 4 5 2017 5 11 5 0 2 4
## 878 3 0 6 5 2017 7 4 15 0 2 4
## 879 101 0 10 5 2017 4 18 28 0 1 5
## 880 101 0 10 5 2017 4 18 28 0 1 5
## 881 113 0 8 5 2017 2 16 39 0 1 5
## 882 113 0 8 5 2017 2 16 39 0 1 5
## 883 113 0 8 5 2017 2 16 39 0 1 5
## 884 47 0 11 5 2017 5 14 50 1 1 3
## 885 47 0 11 5 2017 5 14 50 1 1 3
## 886 47 0 11 5 2017 5 14 50 1 1 3
## 887 47 0 11 5 2017 5 14 50 1 1 3
## 888 83 0 12 5 2017 6 23 5 1 2 3
## 889 83 0 12 5 2017 6 23 5 1 2 3
## 890 83 0 12 5 2017 6 23 5 1 2 3
## 891 89 0 13 5 2017 7 17 10 1 1 3
## 892 89 0 13 5 2017 7 17 10 1 1 3
## 893 89 0 13 5 2017 7 17 10 1 1 3
## 894 89 0 13 5 2017 7 17 10 1 1 3
## 895 89 0 13 5 2017 7 17 10 1 1 3
## 896 89 0 13 5 2017 7 17 10 1 1 3
## 897 89 0 13 5 2017 7 17 10 1 1 3
## 898 89 0 13 5 2017 7 17 10 1 1 3
## 899 133 0 13 5 2017 7 9 20 0 1 7
## 900 67 0 13 5 2017 7 23 4 0 1 5
## 901 67 0 13 5 2017 7 23 4 0 1 5
## 902 9 0 14 5 2017 1 19 0 0 1 5
## 903 9 0 14 5 2017 1 19 0 0 1 5
## 904 9 0 14 5 2017 1 19 0 0 1 5
## 905 49 1550 14 5 2017 1 12 50 0 1 4
## 906 41 0 14 5 2017 1 7 50 1 1 3
## 907 41 0 14 5 2017 1 7 50 1 1 3
## 908 41 0 14 5 2017 1 7 50 1 1 3
## 909 1 0 19 5 2017 6 14 10 0 1 4
## 910 1 0 19 5 2017 6 14 10 0 1 4
## 911 103 0 21 5 2017 1 11 50 0 1 7
## 912 103 0 21 5 2017 1 11 50 0 1 7
## 913 21 700 28 6 2017 4 22 39 0 2 7
## 914 21 700 28 6 2017 4 22 39 0 2 7
## 915 113 0 28 6 2017 4 17 28 1 1 3
## 916 113 0 28 6 2017 4 17 28 1 1 3
## 917 103 890 28 6 2017 4 20 55 0 2 4
## 918 103 890 28 6 2017 4 20 55 0 2 4
## 919 103 890 28 6 2017 4 20 55 0 2 4
## 920 85 0 28 6 2017 4 23 45 0 1 4
## 921 85 0 28 6 2017 4 23 45 0 1 4
## 922 85 0 28 6 2017 4 23 45 0 1 4
## 923 97 0 29 6 2017 5 15 0 0 2 7
## 924 65 0 29 6 2017 5 17 55 0 1 4
## 925 65 0 29 6 2017 5 17 55 0 1 4
## 926 65 0 29 6 2017 5 17 55 0 1 4
## 927 95 0 30 6 2017 6 19 5 0 2 4
## 928 115 0 1 7 2017 7 14 40 1 1 1
## 929 115 0 1 7 2017 7 14 40 1 1 1
## 930 115 0 1 7 2017 7 14 40 1 1 1
## 931 115 0 1 7 2017 7 14 40 1 1 1
## 932 115 0 1 7 2017 7 14 40 1 1 1
## 933 115 0 1 7 2017 7 14 40 1 1 1
## 934 115 0 4 7 2017 3 7 10 1 1 1
## RD_OWNER ROUTE TWAY_ID TWAY_ID2 MILEPT
## 1 1 1 I-459 10
## 2 1 1 I-565 70
## 3 1 1 I-85 CHANTILLY PKWY 100
## 4 1 1 I-85 CHANTILLY PKWY 100
## 5 1 1 I-85 CHANTILLY PKWY 100
## 6 4 6 20TH ST ENSLEY AVE I 0
## 7 1 1 I-65 1383
## 8 1 1 I-65 1383
## 9 1 1 I-59 2128
## 10 1 1 I-59 2128
## 11 1 1 I-59 2128
## 12 1 1 I-59 2128
## 13 1 1 I-59 1330
## 14 1 1 I-59 1330
## 15 1 1 I-65 466
## 16 1 1 I-85 234
## 17 1 1 I-59 1450
## 18 1 1 I-59 1450
## 19 1 1 I-85 204
## 20 1 1 I-85 204
## 21 1 1 I-65 1529
## 22 1 1 I-65 1529
## 23 1 3 SR-53 PINEDALE RD 3384
## 24 1 3 SR-53 PINEDALE RD 3384
## 25 1 3 SR-53 PINEDALE RD 3384
## 26 1 3 SR-53 PINEDALE RD 3384
## 27 1 3 SR-53 PINEDALE RD 3384
## 28 1 3 SR-3 CR-598 3203
## 29 1 3 SR-3 CR-598 3203
## 30 1 3 SR-3 CR-598 3203
## 31 2 4 CR-OLD BIRMINGHAM HWY 0
## 32 2 4 CR-RENFROE RD 0
## 33 2 4 CR-OLD PIKE RD HAYNEVILLE RIDGE RD 0
## 34 1 2 US-SR 38 319
## 35 1 2 US-SR 38 319
## 36 1 2 US-SR 38 319
## 37 4 6 TUSCALOOSA AVE 0
## 38 4 6 TUSCALOOSA AVE 0
## 39 4 6 TUSCALOOSA AVE 0
## 40 2 4 CR-PULASKI PIKE 0
## 41 2 4 CR-PULASKI PIKE 0
## 42 2 4 CR-35 0
## 43 2 4 CR-E UPPER RIVER RD 0
## 44 1 3 SR-24 CR-460 537
## 45 1 3 SR-24 CR-460 537
## 46 1 3 SR-24 CR-460 537
## 47 1 3 SR-24 CR-460 537
## 48 1 2 US-SR 10 1740
## 49 1 2 US-SR 10 1740
## 50 1 2 US-SR 10 1740
## 51 2 4 CR-CONCORD RD 0
## 52 2 4 CR-CONCORD RD 0
## 53 2 4 CR-32 CR-33 0
## 54 2 4 CR-32 CR-33 0
## 55 1 3 SR-99 2
## 56 1 3 SR-99 2
## 57 1 3 SR-99 2
## 58 2 4 CR-CEDAR SPRINGS RD 0
## 59 1 3 SR-91 343
## 60 1 3 SR-219 24
## 61 1 3 SR-77 SUNSET BLVD 888
## 62 1 3 SR-77 SUNSET BLVD 888
## 63 1 3 SR-77 SUNSET BLVD 888
## 64 1 3 SR-110 203
## 65 1 3 SR-103 138
## 66 1 2 US-SR 8 902
## 67 1 2 US-SR 8 902
## 68 1 2 US-SR 8 902
## 69 2 4 CR-SKYLINE DR 0
## 70 2 4 CR-SKYLINE DR 0
## 71 2 4 CR-SKYLINE DR 0
## 72 2 4 CR-COUNTY LAKE RD 0
## 73 1 2 US-SR 6 0
## 74 1 2 US-SR 6 0
## 75 1 3 SR-21 864
## 76 1 3 SR-21 864
## 77 4 6 FAIRHOPE AVE 0
## 78 1 2 US-SR8 2098
## 79 1 2 US-SR8 2098
## 80 1 2 US-SR8 2098
## 81 2 4 CR-7755 0
## 82 2 4 CR-7755 0
## 83 1 3 SR-5 19TH ST N 0
## 84 1 3 SR-5 19TH ST N 0
## 85 1 3 SR-5 19TH ST N 0
## 86 1 3 SR-5 19TH ST N 0
## 87 2 4 CR-COY SMITH HWY 0
## 88 2 4 CR-COY SMITH HWY 0
## 89 2 4 CR-COY SMITH HWY 0
## 90 2 4 CR-COY SMITH HWY 0
## 91 2 4 CR-20 0
## 92 1 3 SR-17 2579
## 93 1 3 SR-71 290
## 94 1 3 SR-71 290
## 95 1 3 SR-71 290
## 96 4 6 AVE H 0
## 97 4 6 AVE H 0
## 98 4 6 AVE H 0
## 99 4 6 AVE H 0
## 100 2 4 CR-29 0
## 101 2 4 CR-119 0
## 102 1 2 US-SR 38 82
## 103 1 2 US-SR 38 82
## 104 1 2 US-SR 38 82
## 105 1 2 US-SR 38 82
## 106 1 3 SR-168 157
## 107 1 3 SR-168 157
## 108 2 4 CR-LOGAN MARTIN DAM RD 0
## 109 4 6 HOMER NANCE RD 0
## 110 4 6 HOMER NANCE RD 0
## 111 4 6 HOMER NANCE RD 0
## 112 1 2 US-SR 16 180
## 113 1 2 US-SR 16 180
## 114 4 6 SPRINGHILL AVE BAY SHORE AVE 0
## 115 4 6 SPRINGHILL AVE BAY SHORE AVE 0
## 116 4 6 SPRINGHILL AVE BAY SHORE AVE 0
## 117 4 6 SPRINGHILL AVE BAY SHORE AVE 0
## 118 1 2 US-SR 2 1530
## 119 2 4 CR-READY SECTION RD 0
## 120 2 4 CR-READY SECTION RD 0
## 121 2 4 CR-READY SECTION RD 0
## 122 2 4 CR-READY SECTION RD 0
## 123 2 4 CR-READY SECTION RD 0
## 124 1 4 CR-246 0
## 125 2 4 CR-BAKER LN 0
## 126 4 6 EAST MEIGHAN BLVD HOKE ST 0
## 127 4 6 EAST MEIGHAN BLVD HOKE ST 0
## 128 4 6 EAST MEIGHAN BLVD HOKE ST 0
## 129 1 3 SR-2 382
## 130 1 3 SR-2 382
## 131 2 4 CR-LOGAN MARTIN DAM RD 0
## 132 2 4 CR-LOGAN MARTIN DAM RD 0
## 133 2 4 CR-CHEROKEE DR 0
## 134 2 4 CR-CHEROKEE DR 0
## 135 1 3 SR-22 340
## 136 4 6 AZALEA RD 0
## 137 4 6 AZALEA RD 0
## 138 1 3 SR-14 0
## 139 1 3 SR-14 0
## 140 2 4 CR-DIXIE LANDING RD 0
## 141 1 3 SR-48 124
## 142 1 3 SR-52 224
## 143 1 3 SR-52 224
## 144 2 4 CR-GLENDALE RD 0
## 145 2 4 CR-GLENDALE RD 0
## 146 2 4 CR-GLENDALE RD 0
## 147 2 4 CR-85 HWY 40 0
## 148 1 3 SR-205 41
## 149 1 3 SR-205 41
## 150 1 3 SR-205 41
## 151 1 3 SR-247 205
## 152 1 3 SR-34 CR-207 55
## 153 1 3 SR-34 CR-207 55
## 154 2 4 CR-15 0
## 155 1 3 SR-28 470
## 156 1 2 US-SR 53 2787
## 157 1 2 US-SR 53 2787
## 158 2 4 CR-DANVILLE RD 0
## 159 2 4 CR-DANVILLE RD 0
## 160 2 4 CR-DANVILLE RD 0
## 161 2 4 CR-DANVILLE RD 0
## 162 1 2 US-SR 3 3136
## 163 1 3 SR-1 BUTLER AVE 2817
## 164 1 3 SR-1 BUTLER AVE 2817
## 165 1 2 US-SR 8 2070
## 166 1 2 US-SR 5 1646
## 167 2 4 CR-LAGRANGE RD 0
## 168 2 4 CR-LAGRANGE RD 0
## 169 2 4 CR-NEW CUT RD 0
## 170 4 6 POWDER PLANT RD 0
## 171 1 1 I-59 1120
## 172 1 1 I-59 1120
## 173 1 1 I-65 2898
## 174 1 1 I-65 2898
## 175 1 1 I-65 2898
## 176 1 1 I-65 2898
## 177 1 1 I-65 2898
## 178 1 1 I-65 2898
## 179 1 1 I-65 2898
## 180 1 1 I-65 2898
## 181 1 1 I-85 243
## 182 1 1 I-85 243
## 183 1 1 I-85 243
## 184 1 1 I-85 243
## 185 1 1 I-85 243
## 186 1 1 I-85 243
## 187 1 1 I-85 243
## 188 1 1 I-65 1066
## 189 1 1 I-65 1066
## 190 1 1 I-65 1066
## 191 1 1 I-65 1066
## 192 1 1 I-65 1066
## 193 1 1 I-65 1066
## 194 1 1 I-65 1066
## 195 1 1 I-20 1645
## 196 1 1 I-59 1703
## 197 1 1 I-59 1703
## 198 1 1 I-10 GRAND BAY WILMER RD 40
## 199 1 1 I-10 GRAND BAY WILMER RD 40
## 200 1 1 I-10 GRAND BAY WILMER RD 40
## 201 1 1 I-20 1736
## 202 1 1 I-459 291
## 203 1 1 I-65 2592
## 204 1 1 I-65 2592
## 205 1 1 I-65 2592
## 206 1 1 I-65 2592
## 207 1 1 I-65 2592
## 208 1 1 I-65 2592
## 209 1 1 I-65 3546
## 210 1 2 US-SR 17 WASSON AVE 48
## 211 1 2 US-SR 17 WASSON AVE 48
## 212 4 6 NOBLE ST 31ST ST 0
## 213 4 6 NOBLE ST 31ST ST 0
## 214 4 6 NOBLE ST 31ST ST 0
## 215 2 4 CR-RIDGE RD 0
## 216 1 3 SR-79 995
## 217 1 3 SR-79 995
## 218 4 6 VANCE BLOCKTON RD 0
## 219 2 4 CR-813 0
## 220 2 4 CR-813 0
## 221 2 4 CR-813 0
## 222 1 3 SR-152 0
## 223 1 3 SR-152 0
## 224 1 3 SR-152 0
## 225 1 3 SR-152 0
## 226 1 2 US-SR 3 122
## 227 1 2 US-SR 3 122
## 228 2 4 CR-CUTOFF RD 0
## 229 1 3 SR-5 0
## 230 1 3 SR-5 0
## 231 1 3 SR-5 0
## 232 4 6 ARBOR ACRES RD HWY 431 0
## 233 1 2 US-SR 6 CR-19 1243
## 234 1 2 US-SR 6 CR-19 1243
## 235 1 2 US-SR 6 CR-19 1243
## 236 1 3 SR-21 2381
## 237 1 3 SR-21 2381
## 238 1 2 US-SR 3 2749
## 239 1 2 US-SR 3 2749
## 240 1 2 US-SR 74 CR-747 853
## 241 1 2 US-SR 74 CR-747 853
## 242 1 2 US-SR 74 CR-747 853
## 243 2 4 CR-181 0
## 244 4 6 UNIVERSITY DR 0
## 245 4 6 UNIVERSITY DR 0
## 246 4 6 5TH AVE S 0
## 247 4 6 5TH AVE S 0
## 248 4 6 5TH AVE S 0
## 249 4 6 5TH AVE S 0
## 250 4 6 5TH AVE S 0
## 251 2 4 CR-85 CR-104 0
## 252 2 4 CR-85 CR-104 0
## 253 2 4 CR-1111 0
## 254 1 3 SR-33 340
## 255 1 3 SR-33 340
## 256 1 3 SR-14 CR-24 840
## 257 1 3 SR-14 CR-24 840
## 258 1 3 SR-MARTIN LUTHER KING BLVD PULASKI PIKE 0
## 259 1 2 US-SR 15 327
## 260 1 2 US-SR 15 327
## 261 1 2 US-SR 15 327
## 262 1 2 US-SR 15 327
## 263 2 4 CR-TUTWILER RD 0
## 264 2 4 CR-TUTWILER RD 0
## 265 1 3 SR-69 2149
## 266 2 4 CR-FOSTER WEST RF 0
## 267 1 2 US-SR 53 280
## 268 1 3 SR-77 I-20 EXIT RAMP 759
## 269 1 3 SR-77 I-20 EXIT RAMP 759
## 270 1 3 SR-117 91
## 271 1 3 SR-117 91
## 272 1 3 SR-117 91
## 273 1 2 US-SR 53 2444
## 274 1 2 US-SR 53 2444
## 275 1 3 SR-117 CR-644 21
## 276 1 3 SR-117 CR-644 21
## 277 1 2 US-SR 1 HENRY RD 2280
## 278 1 2 US-SR 1 HENRY RD 2280
## 279 1 2 US-SR 1 HENRY RD 2280
## 280 1 2 US-SR 1 HENRY RD 2280
## 281 4 6 VETERANS PKWY 0
## 282 1 2 US-SR 1 2790
## 283 1 2 US-SR 1 2790
## 284 1 2 US-SR 1 2790
## 285 4 6 MAIN ST CENTER AVE 0
## 286 4 6 MAIN ST CENTER AVE 0
## 287 1 3 SR-5 166
## 288 2 4 CR-31 0
## 289 1 3 SR-167 336
## 290 1 3 SR-167 336
## 291 2 4 CR-DEAKLE RD 0
## 292 1 3 SR-25 1938
## 293 1 3 SR-25 1938
## 294 4 6 LAKESHORE PKWY 0
## 295 1 3 SR-75 POLLY REED RD 350
## 296 1 3 SR-75 POLLY REED RD 350
## 297 1 3 SR-75 POLLY REED RD 350
## 298 4 6 6TH AVE S 0
## 299 4 6 6TH AVE S 0
## 300 1 3 SR-69 1590
## 301 1 3 SR-69 1590
## 302 1 3 SR-13 2294
## 303 1 3 SR-13 2294
## 304 1 3 SR-13 2294
## 305 1 2 US-SR 1 3513
## 306 1 2 US-SR 1 3513
## 307 1 2 US-SR 1 3513
## 308 1 2 US-SR 1 3513
## 309 1 2 US-SR 1 3513
## 310 2 4 CR-22 0
## 311 2 4 CR-22 0
## 312 2 4 CR-22 0
## 313 4 6 CEDAR CRESCENT RD 0
## 314 1 3 SR-69 2125
## 315 1 3 SR-69 2125
## 316 1 3 SR-20 131
## 317 1 3 SR-20 131
## 318 1 3 SR-20 131
## 319 1 3 SR-119 320
## 320 2 4 CR-47 0
## 321 2 4 CR-47 0
## 322 2 4 CR-47 0
## 323 4 4 CR-40 CR-91 0
## 324 4 4 CR-40 CR-91 0
## 325 2 4 CR-JUSTICE RD 0
## 326 2 4 CR-JUSTICE RD 0
## 327 2 4 CR-SANDCUT RD 0
## 328 1 3 SR-13 2442
## 329 1 3 SR-22 PINE ACRES DR 0
## 330 1 3 SR-22 PINE ACRES DR 0
## 331 1 2 US-SR 53 2295
## 332 1 2 US-SR 53 2295
## 333 1 2 US-SR 53 2295
## 334 1 2 US-SR 53 2295
## 335 1 2 US-SR 1 2919
## 336 1 2 US-SR 1 2919
## 337 1 2 US-SR 1 2919
## 338 1 2 US-SR 1 2919
## 339 1 2 US-SR 1 2919
## 340 1 2 US-SR 1 2919
## 341 1 3 SR-5 25TH ST 1250
## 342 1 3 SR-5 25TH ST 1250
## 343 4 6 LAVENDER ST 0
## 344 2 4 CR-49 0
## 345 2 4 CR-49 0
## 346 1 3 SR-59 554
## 347 4 6 1ST AVE S 55TH ST N 0
## 348 4 6 1ST AVE S 55TH ST N 0
## 349 4 6 E UNIVERSITY BLVD 0
## 350 4 6 E UNIVERSITY BLVD 0
## 351 1 2 US-SR 2 SR-65 1160
## 352 1 2 US-SR 2 SR-65 1160
## 353 1 3 SR-13 MAYTON DR 600
## 354 1 3 SR-13 MAYTON DR 600
## 355 1 3 SR-13 MAYTON DR 600
## 356 1 3 SR-13 MAYTON DR 600
## 357 1 2 US-SR 1 2700
## 358 2 4 CR-4 CR-49 0
## 359 2 4 CR-4 CR-49 0
## 360 2 4 CR-4 CR-49 0
## 361 2 4 CR-4 CR-49 0
## 362 2 4 CR-4 CR-49 0
## 363 2 4 CR-4 CR-49 0
## 364 2 4 CR-J MCGEE RD 0
## 365 2 4 CR-6TH ST 0
## 366 2 4 CR-260 0
## 367 4 6 INDUSTRIAL PKWY 0
## 368 1 2 US-SR 6 1972
## 369 1 2 US-SR 6 1972
## 370 1 2 US-SR 6 1972
## 371 1 2 US-SR 6 1972
## 372 2 4 CR-22 0
## 373 1 3 SR-24 4TH AVE 40
## 374 1 3 SR-24 4TH AVE 40
## 375 1 3 SR-24 4TH AVE 40
## 376 2 4 CR-36 0
## 377 2 4 CR-36 0
## 378 2 4 CR-36 0
## 379 2 4 CR-36 0
## 380 2 4 CR-ROGERS RD 0
## 381 2 4 CR-ROGERS RD 0
## 382 2 4 CR-THEODORE DAWES RD 0
## 383 2 4 CR-THEODORE DAWES RD 0
## 384 1 3 SR-68 44
## 385 1 3 SR-68 44
## 386 1 3 SR-68 44
## 387 1 2 US-SR 13 3010
## 388 1 2 US-SR 13 3010
## 389 1 2 US-SR 13 3010
## 390 1 2 US-SR 13 3010
## 391 1 2 US-SR 13 3010
## 392 1 2 US-SR 13 3010
## 393 1 2 US-SR 13 3010
## 394 1 2 US-SR 13 310
## 395 1 2 US-SR 74 1212
## 396 1 2 US-SR 74 1212
## 397 4 6 MCCAIG RD 0
## 398 1 1 I-59 0
## 399 1 1 I-59 0
## 400 1 1 I-59 0
## 401 1 1 I-59 0
## 402 1 1 I-59 0
## 403 1 1 I-10 342
## 404 1 1 I-10 342
## 405 1 1 I-59 125
## 406 1 1 I-59 1330
## 407 1 1 I-59 1330
## 408 1 1 I-59 1330
## 409 1 1 I-22 506
## 410 1 1 I-22 506
## 411 1 1 I-22 506
## 412 1 1 I-22 506
## 413 1 1 I-22 506
## 414 1 1 I-22 506
## 415 1 1 I-22 506
## 416 1 1 I-65 11
## 417 1 1 I-65 11
## 418 4 6 HARGROVE RD 0
## 419 1 3 SR-171 53
## 420 2 4 CR-21 0
## 421 1 1 I-59 1330
## 422 1 1 I-59 1330
## 423 1 1 I-59 1330
## 424 1 1 I-59 1330
## 425 1 1 I-59 1330
## 426 1 3 SR-13 2795
## 427 1 3 SR-13 2795
## 428 1 2 US-SR 13 570
## 429 1 3 SR-59 0
## 430 1 3 SR-59 0
## 431 1 3 SR-59 0
## 432 4 6 FINLEY BLVD 5TH ST WEST 0
## 433 4 6 FINLEY BLVD 5TH ST WEST 0
## 434 4 6 FINLEY BLVD 5TH ST WEST 0
## 435 1 3 SR-5 MEDICAL CENTER DR 0
## 436 1 3 SR-5 MEDICAL CENTER DR 0
## 437 1 3 SR-5 MEDICAL CENTER DR 0
## 438 2 4 CR-51 0
## 439 2 4 CR-51 0
## 440 2 4 CR-51 0
## 441 4 6 HOBBS ISLAND RD 0
## 442 4 6 HOBBS ISLAND RD 0
## 443 2 4 CR-813 0
## 444 2 4 CR-813 0
## 445 2 4 CR-813 0
## 446 4 6 DEMOPOLIS HWY S 0
## 447 4 6 DEMOPOLIS HWY S 0
## 448 4 6 DEMOPOLIS HWY S 0
## 449 4 6 DEMOPOLIS HWY S 0
## 450 4 6 DEMOPOLIS HWY S 0
## 451 4 6 MASTIN LAKE RD PULASKI PIKE 0
## 452 4 6 MASTIN LAKE RD PULASKI PIKE 0
## 453 4 6 MASTIN LAKE RD PULASKI PIKE 0
## 454 4 6 MASTIN LAKE RD PULASKI PIKE 0
## 455 1 3 SR-248 0
## 456 2 4 CR-240 0
## 457 2 4 CR-240 0
## 458 1 3 SR-87 524
## 459 1 3 SR-87 524
## 460 1 3 SR-21 1214
## 461 1 2 US-SR 53 405
## 462 1 2 US-SR 53 405
## 463 1 2 US-SR 53 405
## 464 1 2 US-SR 53 405
## 465 1 2 US-SR 53 405
## 466 1 2 US-SR 53 405
## 467 1 2 US-SR 53 405
## 468 1 2 US-SR 53 405
## 469 1 3 SR-174 CLEVELAND FARMS PKWY 140
## 470 1 3 SR-174 CLEVELAND FARMS PKWY 140
## 471 4 6 JAMES RECORD RD 0
## 472 2 4 CR-1570 GRANDIFLORA RD 0
## 473 2 4 CR-1570 GRANDIFLORA RD 0
## 474 2 4 CR-52 0
## 475 2 4 CR-WHITES GAP RD 0
## 476 4 6 TURNPIKE RD 0
## 477 2 4 CR-59 0
## 478 2 4 CR-59 0
## 479 2 4 CR-DUCK SPRINGS RD 0
## 480 2 4 CR-DUCK SPRINGS RD 0
## 481 1 3 SR-53 3342
## 482 1 3 SR-53 3342
## 483 1 3 SR-53 3342
## 484 1 3 SR-195 82
## 485 1 3 SR-195 82
## 486 1 3 SR-26 145
## 487 1 3 SR-26 145
## 488 4 6 BANKHEAD HWY 0
## 489 4 6 BANKHEAD HWY 0
## 490 4 6 BANKHEAD HWY 0
## 491 4 6 BANKHEAD HWY 0
## 492 4 6 BANKHEAD HWY 0
## 493 1 1 I-22 60
## 494 1 3 SR-193 45
## 495 2 4 CR-GULLION RD 0
## 496 2 4 CR-GULLION RD 0
## 497 2 4 CR-GULLION RD 0
## 498 4 6 WOODWARD RD FAITH WAY 0
## 499 4 6 WOODWARD RD FAITH WAY 0
## 500 2 4 CR-48 0
## 501 4 6 HENRY RD 0
## 502 4 6 HENRY RD 0
## 503 2 4 CR-37 0
## 504 2 4 CR-37 0
## 505 2 4 CR-37 0
## 506 2 4 CR-MCQUEEN SMITH RD 0
## 507 2 4 CR-MCQUEEN SMITH RD 0
## 508 2 4 CR-MCQUEEN SMITH RD 0
## 509 2 4 CR-MCQUEEN SMITH RD 0
## 510 2 4 CR-MCQUEEN SMITH RD 0
## 511 4 6 MAIN DR 0
## 512 4 6 SANDIA BLVD 0
## 513 4 6 SANDIA BLVD 0
## 514 2 4 CR-DAWES RD 0
## 515 2 4 CR-DAWES RD 0
## 516 1 2 US-SR 1 ALEX-JVILLE HWY 2390
## 517 1 2 US-SR 1 ALEX-JVILLE HWY 2390
## 518 1 3 SR-68 454
## 519 2 4 CR-FAIRVIEW DR COX GAP RD 0
## 520 2 4 CR-MALONE RD 0
## 521 1 1 I-65 1118
## 522 1 1 I-65 1118
## 523 1 1 I-65 1118
## 524 2 4 CR-55 0
## 525 1 3 SR-5 945
## 526 1 3 SR-5 945
## 527 1 3 SR-5 945
## 528 1 3 SR-5 945
## 529 1 3 SR-145 CR-47 170
## 530 1 3 SR-145 CR-47 170
## 531 1 3 SR-145 CR-47 170
## 532 2 4 CR-AIRPORT RD 0
## 533 2 4 CR-AIRPORT RD 0
## 534 2 4 CR-50 0
## 535 2 4 CR-50 0
## 536 1 3 SR-14 1448
## 537 1 3 SR-14 1448
## 538 1 3 SR-188 21
## 539 1 3 SR-188 21
## 540 2 4 CR-AIRPORT RD 0
## 541 1 3 SR-227 85
## 542 2 4 CR-YELLOW JACKET ROAD 0
## 543 1 2 US-SR 3 2105
## 544 1 2 US-SR 3 2105
## 545 1 2 US-SR 3 2105
## 546 1 2 US-SR 1 0
## 547 1 2 US-SR 1 0
## 548 2 4 CR-LAYS RD 0
## 549 2 4 CR-RIDGEVIEW DR 0
## 550 2 4 CR-RIDGEVIEW DR 0
## 551 1 3 SR-79 COMMERCE CIRCLE 29
## 552 1 3 SR-79 COMMERCE CIRCLE 29
## 553 2 4 CR-9 0
## 554 1 2 US-SR 1 660
## 555 1 2 US-SR 1 660
## 556 1 2 US-SR 1 660
## 557 1 2 US-SR 1 660
## 558 1 2 US-SR 1 660
## 559 1 2 US-SR 1 660
## 560 1 2 US-SR 1 660
## 561 2 4 CR-JACKSPRINGS RD 0
## 562 2 4 CR-JACKSPRINGS RD 0
## 563 2 4 CR-JACKSPRINGS RD 0
## 564 2 4 CR-111 0
## 565 2 4 CR-111 0
## 566 4 6 NAVCO RD 0
## 567 2 4 CR-HAWK PRIDE MOUNTAIN RD 0
## 568 2 4 CR-HAWK PRIDE MOUNTAIN RD 0
## 569 2 4 CR-HAWK PRIDE MOUNTAIN RD 0
## 570 4 6 2ND AVE S 0
## 571 4 6 2ND AVE S 0
## 572 2 4 CR-OLD FANNIE RD 0
## 573 2 4 CR-OLD FANNIE RD 0
## 574 2 4 CR-OLD FANNIE RD 0
## 575 2 4 CR-20 0
## 576 1 3 SR-75 777
## 577 1 3 SR-75 777
## 578 1 1 I-65 3386
## 579 1 1 I-65 3386
## 580 1 1 I-59 1925
## 581 1 1 I-59 1974
## 582 1 1 I-59 1974
## 583 1 1 I-59 1974
## 584 1 1 I-459 280
## 585 1 1 I-459 280
## 586 1 1 I-65 2290
## 587 1 1 I-65 2290
## 588 1 1 I-85 325
## 589 1 1 I-85 325
## 590 1 1 I-85 325
## 591 1 1 I-85 325
## 592 1 1 I-85 325
## 593 1 1 I-85 325
## 594 1 1 I-65 1957
## 595 1 1 I-65 1957
## 596 1 1 I-20 1825
## 597 1 1 I-20 1825
## 598 1 1 I-59 22ND ST N 1258
## 599 1 1 I-59 1296
## 600 1 1 I-59 1296
## 601 1 1 I-59 1296
## 602 1 1 I-59 1812
## 603 1 1 I-59 1812
## 604 1 1 I-59 1812
## 605 1 2 US-SR 12 260
## 606 2 4 CR-379 0
## 607 1 2 US-SR 6 461
## 608 1 2 US-SR 6 461
## 609 2 4 CR-ELK RIVER MILL RD 0
## 610 2 4 CR-ELK RIVER MILL RD 0
## 611 1 3 SR-211 WOODLIFF ST 10
## 612 1 2 US-SR 3 2105
## 613 1 2 US-SR 3 2105
## 614 1 3 SR-14 2142
## 615 2 4 CR-222 0
## 616 2 4 CR-222 0
## 617 2 4 CR-222 0
## 618 2 4 CR-222 0
## 619 2 4 CR-222 0
## 620 2 4 CR-222 0
## 621 1 2 US-SR 45 0
## 622 4 6 S SAINT ANDREWS ST 0
## 623 1 3 SR-287 55
## 624 1 3 SR-287 55
## 625 4 6 ISHKOODA RD SW 0
## 626 4 6 ISHKOODA RD SW 0
## 627 4 6 VAUGHN ROAD 0
## 628 4 6 VAUGHN ROAD 0
## 629 4 6 VAUGHN ROAD 0
## 630 4 6 VAUGHN ROAD 0
## 631 1 3 SR-34 59
## 632 1 3 SR-34 59
## 633 1 3 SR-34 59
## 634 4 6 SCWAIGER RD 0
## 635 4 6 SCWAIGER RD 0
## 636 1 3 SR-59 23
## 637 1 3 SR-59 23
## 638 1 3 SR-59 23
## 639 1 3 SR-22 1460
## 640 1 2 US-SR 1 RONEY RD 0
## 641 1 2 US-SR 1 RONEY RD 0
## 642 1 2 US-SR 1 RONEY RD 0
## 643 1 2 US-SR 1 RONEY RD 0
## 644 1 2 US-SR 1 RONEY RD 0
## 645 1 3 SR-49 142
## 646 1 3 SR-24 203
## 647 1 3 SR-69 1415
## 648 1 3 SR-69 1415
## 649 1 3 SR-69 1415
## 650 2 4 CR-109 0
## 651 2 4 CR-109 0
## 652 1 2 US-SR 25 GRIFFITH ST 0
## 653 1 2 US-SR 25 GRIFFITH ST 0
## 654 2 4 CR-WALL TRIANA HWY 0
## 655 2 4 CR-WALL TRIANA HWY 0
## 656 4 6 GODFREY AVE SE 0
## 657 4 6 GODFREY AVE SE 0
## 658 2 4 CR-11 0
## 659 2 4 CR-11 0
## 660 4 3 SR-CENTER POINT PKWY 0
## 661 4 3 SR-CENTER POINT PKWY 0
## 662 1 2 US-SR 31 2752
## 663 1 3 SR-17 746
## 664 1 3 SR-17 746
## 665 1 3 SR-17 746
## 666 1 3 SR-79 228
## 667 1 3 SR-79 228
## 668 1 3 SR-79 228
## 669 1 3 SR-75 62
## 670 1 3 SR-75 62
## 671 1 3 SR-75 62
## 672 1 3 SR-75 62
## 673 1 3 SR-75 62
## 674 1 3 SR-75 62
## 675 1 3 SR-75 62
## 676 1 3 SR-75 62
## 677 1 2 US-SR 7 1023
## 678 1 2 US-SR 7 1023
## 679 1 2 US-SR 7 1023
## 680 1 2 US-SR 9 HOBBIE RD 944
## 681 1 2 US-SR 9 HOBBIE RD 944
## 682 1 2 US-SR 25 LIBERTY RD 1837
## 683 1 2 US-SR 25 LIBERTY RD 1837
## 684 1 3 SR-269 331
## 685 1 3 SR-269 331
## 686 1 3 SR-160 161
## 687 1 3 SR-160 161
## 688 1 3 SR-79 17
## 689 1 3 SR-79 17
## 690 2 4 CR-LEROY STEVENS RD 0
## 691 2 4 CR-LEROY STEVENS RD 0
## 692 1 3 SR-79 324
## 693 1 3 SR-79 324
## 694 1 3 SR-79 324
## 695 1 3 SR-79 324
## 696 1 3 SR-79 324
## 697 1 3 SR-217 123
## 698 1 2 US-SR 1 3012
## 699 1 2 US-SR 1 3012
## 700 1 2 US-SR 1 3012
## 701 1 2 US-SR 1 3012
## 702 4 6 WOLF RIDGE RD PICKETT RD 0
## 703 4 6 WOLF RIDGE RD PICKETT RD 0
## 704 4 6 WOLF RIDGE RD PICKETT RD 0
## 705 1 3 SR-25 131
## 706 2 4 CR-LIBBY ROAD 0
## 707 2 4 CR-LIBBY ROAD 0
## 708 2 4 CR-20 0
## 709 1 3 SR-1 RIVER ST 0
## 710 1 3 SR-1 RIVER ST 0
## 711 1 3 SR-1 RIVER ST 0
## 712 1 3 SR-205 BEULAH CUT OFF RD 62
## 713 4 6 25TH AVE E 0
## 714 1 2 US-SR 98 0
## 715 1 2 US-SR 98 0
## 716 1 2 US-SR 98 0
## 717 1 2 US-SR 98 0
## 718 4 6 HWY 5 0
## 719 4 6 HWY 5 0
## 720 4 6 WEST MAIN ST 0
## 721 4 6 WEST MAIN ST 0
## 722 2 4 CR-68 0
## 723 1 3 SR-143 125
## 724 1 3 SR-143 125
## 725 1 2 US-SR 6 0
## 726 1 2 US-SR 3 0
## 727 1 2 US-SR 3 0
## 728 1 2 US-SR 3 0
## 729 1 2 US-SR 3 0
## 730 1 2 US-SR 29 1231
## 731 1 2 US-SR 29 1231
## 732 2 4 CR-MONROE STATION RD 0
## 733 2 4 CR-MONROE STATION RD 0
## 734 2 4 CR-MONROE STATION RD 0
## 735 2 4 CR-MONROE STATION RD 0
## 736 2 4 CR-MONROE STATION RD 0
## 737 4 6 14TH ST 17TH AVE 0
## 738 4 6 14TH ST 17TH AVE 0
## 739 4 6 14TH ST 17TH AVE 0
## 740 4 6 14TH ST 17TH AVE 0
## 741 4 6 4TH AVE SW MCCALLA RD 0
## 742 1 2 US-SR 2 416
## 743 1 2 US-SR 2 416
## 744 4 6 HUGH DANIEL DR 0
## 745 1 2 US-SR 12 0
## 746 1 2 US-SR 12 0
## 747 2 4 CR-45 0
## 748 2 4 CR-5 0
## 749 2 4 CR-114 0
## 750 1 2 US-SR 8 1778
## 751 1 2 US-SR 8 1778
## 752 1 2 US-SR 17 146
## 753 1 2 US-SR 17 146
## 754 1 2 US-SR 16 ARGYLE RD 92
## 755 1 2 US-SR 16 ARGYLE RD 92
## 756 1 2 US-SR 16 ARGYLE RD 92
## 757 1 2 US-SR 16 ARGYLE RD 92
## 758 1 2 US-SR 16 ARGYLE RD 92
## 759 1 2 US-SR 16 ARGYLE RD 92
## 760 1 2 US-SR 16 ARGYLE RD 92
## 761 1 2 US-SR 1 1240
## 762 1 2 US-SR 1 1240
## 763 1 6 7TH ST W 0
## 764 1 6 7TH ST W 0
## 765 1 6 7TH ST W 0
## 766 2 4 CR-1435 0
## 767 2 4 CR-1435 0
## 768 1 2 US-SR 74 1021
## 769 1 2 US-SR 74 1021
## 770 1 2 US-SR 74 1021
## 771 1 2 US-SR 74 1021
## 772 1 2 US-SR 74 1021
## 773 1 2 US-SR 74 1021
## 774 4 6 BIRMINGPORT RD MIKE MOORE BLVD 0
## 775 4 6 BIRMINGPORT RD MIKE MOORE BLVD 0
## 776 4 6 BIRMINGPORT RD MIKE MOORE BLVD 0
## 777 1 2 US-SR 74 886
## 778 1 2 US-SR 74 886
## 779 1 2 US-SR 74 886
## 780 1 2 US-SR 74 886
## 781 1 2 US-SR 74 886
## 782 1 2 US-SR 74 886
## 783 1 2 US-SR 74 886
## 784 1 2 US-SR 74 886
## 785 1 2 US-SR 74 886
## 786 2 4 CR-95 ST MARY RD 0
## 787 2 4 CR-95 ST MARY RD 0
## 788 2 4 CR-STOCKDALE RD 0
## 789 1 3 SR-169 213
## 790 1 3 SR-169 213
## 791 2 4 CR-SYLACAUGA FAYETTEVILLE HWY 0
## 792 2 4 CR-SYLACAUGA FAYETTEVILLE HWY 0
## 793 2 4 CR-SYLACAUGA FAYETTEVILLE HWY 0
## 794 1 2 US-SR 3 1865
## 795 1 3 SR-35 291
## 796 1 3 SR-35 291
## 797 1 3 SR-35 291
## 798 1 3 SR-35 291
## 799 1 3 SR-35 291
## 800 1 3 SR-35 291
## 801 1 3 SR-35 291
## 802 2 4 CR-5 CR-10 0
## 803 2 4 CR-56TH AVE SW 27TH ST SW 0
## 804 2 4 CR-CECIL ASHBURN DR 0
## 805 1 2 US-SR 38 366
## 806 1 2 US-SR 38 366
## 807 4 6 JACK WARNER PKWY GREENSBORO AVE 0
## 808 4 6 JACK WARNER PKWY GREENSBORO AVE 0
## 809 2 4 CR-CLARY HILL RD CR-45 0
## 810 1 3 SR-75 140
## 811 1 2 US-SR 231 JONES CORNER RD 1719
## 812 1 2 US-SR 231 JONES CORNER RD 1719
## 813 1 2 US-SR 231 JONES CORNER RD 1719
## 814 1 3 SR-247 181
## 815 1 3 SR-247 181
## 816 4 6 W I-65 SERVICE RD 0
## 817 4 6 W I-65 SERVICE RD 0
## 818 4 6 W I-65 SERVICE RD 0
## 819 4 6 W I-65 SERVICE RD 0
## 820 4 6 W I-65 SERVICE RD 0
## 821 4 6 W I-65 SERVICE RD 0
## 822 4 6 66TH ST S 0
## 823 4 6 66TH ST S 0
## 824 2 4 CR-189 0
## 825 1 3 SR-71 304
## 826 1 2 US-SR 53 607
## 827 1 2 US-SR 53 607
## 828 2 4 CR-22 0
## 829 2 4 CR-HOLT ROAD PRESNELL RD 0
## 830 2 4 CR-HOLT ROAD PRESNELL RD 0
## 831 2 4 CR-HOLT ROAD PRESNELL RD 0
## 832 4 6 21ST AVE UNIVERSITY BLVD 0
## 833 4 6 21ST AVE UNIVERSITY BLVD 0
## 834 2 4 CR-ROCK SPRINGS RD 0
## 835 1 3 SR-210 0
## 836 1 3 SR-210 0
## 837 1 3 SR-171 55
## 838 2 4 CR-1 0
## 839 1 2 US-SR 1 3528
## 840 2 4 CR-30 0
## 841 1 3 SR-38 0
## 842 1 3 SR-38 0
## 843 1 3 SR-1 0
## 844 1 1 I-65 1481
## 845 1 1 I-65 1481
## 846 1 1 I-65 1481
## 847 1 1 I-65 1481
## 848 1 1 I-65 619
## 849 1 1 I-65 619
## 850 1 1 I-65 619
## 851 1 1 I-85 310
## 852 1 1 I-59 520
## 853 1 1 I-59 520
## 854 1 1 I-59 520
## 855 1 1 I-65 434
## 856 2 4 CR-BAY RD 0
## 857 1 2 US-SR 3 CR-24 2146
## 858 1 2 US-SR 3 CR-24 2146
## 859 1 2 US-SR 3 CR-24 2146
## 860 1 2 US-SR 3 CR-24 2146
## 861 2 4 CR-WINCHESTER RD NE 0
## 862 2 4 CR-WINCHESTER RD NE 0
## 863 1 3 SR-168 37
## 864 1 3 SR-168 37
## 865 1 3 SR-87 257
## 866 1 2 US-SR 10 1748
## 867 1 2 US-SR 10 1748
## 868 1 2 US-SR 10 1748
## 869 1 2 US-SR 10 1748
## 870 1 2 US-SR 10 1748
## 871 1 2 US-SR 10 1748
## 872 1 2 US-SR 10 1748
## 873 1 2 US-SR 10 1748
## 874 2 4 CR-EAST LIMESTONE RD 0
## 875 2 4 CR-16 0
## 876 2 4 CR-16 0
## 877 1 2 US-SR 3 2896
## 878 2 4 CR-64 0
## 879 2 4 CR-KENT SPUR RD 0
## 880 2 4 CR-KENT SPUR RD 0
## 881 1 3 SR-165 84
## 882 1 3 SR-165 84
## 883 1 3 SR-165 84
## 884 1 2 US-SR 8 972
## 885 1 2 US-SR 8 972
## 886 1 2 US-SR 8 972
## 887 1 2 US-SR 8 972
## 888 1 2 US-SR 3 3626
## 889 1 2 US-SR 3 3626
## 890 1 2 US-SR 3 3626
## 891 1 2 US-SR 1 3455
## 892 1 2 US-SR 1 3455
## 893 1 2 US-SR 1 3455
## 894 1 2 US-SR 1 3455
## 895 1 2 US-SR 1 3455
## 896 1 2 US-SR 1 3455
## 897 1 2 US-SR 1 3455
## 898 1 2 US-SR 1 3455
## 899 2 4 CR-59 0
## 900 1 3 SR-95 613
## 901 1 3 SR-95 613
## 902 2 4 CR-1 0
## 903 2 4 CR-1 0
## 904 2 4 CR-1 0
## 905 1 3 SR-117 PALMER RD 107
## 906 1 2 US-SR 9 690
## 907 1 2 US-SR 9 690
## 908 1 2 US-SR 9 690
## 909 1 2 US-SR 3 2001
## 910 1 2 US-SR 3 2001
## 911 2 4 CR-JARRETT RD 0
## 912 2 4 CR-JARRETT RD 0
## 913 2 4 CR-2ND AVE N 0
## 914 2 4 CR-2ND AVE N 0
## 915 1 2 US-SR 1 CR-137 1000
## 916 1 2 US-SR 1 CR-137 1000
## 917 4 6 DANVILLE RD SW DIANNE ST SW 0
## 918 4 6 DANVILLE RD SW DIANNE ST SW 0
## 919 4 6 DANVILLE RD SW DIANNE ST SW 0
## 920 1 3 SR-21 1068
## 921 1 3 SR-21 1068
## 922 1 3 SR-21 1068
## 923 2 4 CR-SUTTLES CROSSOVER 0
## 924 1 3 SR-14 562
## 925 1 3 SR-14 562
## 926 1 3 SR-14 562
## 927 1 3 SR-168 147
## 928 1 1 I-59 1562
## 929 1 1 I-59 1562
## 930 1 1 I-59 1562
## 931 1 1 I-59 1562
## 932 1 1 I-59 1562
## 933 1 1 I-59 1562
## 934 1 1 I-59 1538
## LATITUDE LONGITUD SP_JUR HARM_EV MAN_COLL RELJCT1 RELJCT2 TYP_INT WRK_ZONE
## 1 33.33566 -87.00709 0 38 0 0 1 1 0
## 2 34.66153 -86.78685 0 1 0 0 1 1 0
## 3 32.36652 -86.14528 0 12 1 0 1 1 0
## 4 32.36652 -86.14528 0 12 1 0 1 1 0
## 5 32.36652 -86.14528 0 12 1 0 1 1 0
## 6 33.51017 -86.89400 0 30 0 0 3 2 0
## 7 31.94724 -86.55678 0 35 0 0 1 1 0
## 8 31.94724 -86.55678 0 35 0 0 1 1 0
## 9 34.36708 -85.80417 0 34 0 0 1 1 0
## 10 34.36708 -85.80417 0 34 0 0 1 1 0
## 11 34.36708 -85.80417 0 34 0 0 1 1 0
## 12 34.36708 -85.80417 0 34 0 0 1 1 0
## 13 33.54551 -86.76139 0 12 1 0 1 1 0
## 14 33.54551 -86.76139 0 12 1 0 1 1 0
## 15 31.03367 -87.63510 0 35 0 0 1 1 0
## 16 32.41759 -85.94291 0 21 0 0 1 1 0
## 17 33.66844 -86.55343 0 8 0 0 1 1 0
## 18 33.66844 -86.55343 0 8 0 0 1 1 0
## 19 32.39306 -85.98393 0 12 2 0 1 1 0
## 20 32.39306 -85.98393 0 12 2 0 1 1 0
## 21 32.13146 -86.44511 0 12 1 0 1 1 0
## 22 32.13146 -86.44511 0 12 1 0 1 1 0
## 23 34.96280 -86.79522 0 12 6 0 2 2 0
## 24 34.96280 -86.79522 0 12 6 0 2 2 0
## 25 34.96280 -86.79522 0 12 6 0 2 2 0
## 26 34.96280 -86.79522 0 12 6 0 2 2 0
## 27 34.96280 -86.79522 0 12 6 0 2 2 0
## 28 34.09406 -86.80005 0 12 1 0 3 3 0
## 29 34.09406 -86.80005 0 12 1 0 3 3 0
## 30 34.09406 -86.80005 0 12 1 0 3 3 0
## 31 33.18518 -86.28491 0 30 0 0 1 1 0
## 32 33.43156 -86.18498 0 32 0 0 1 1 0
## 33 32.18712 -86.04081 0 30 0 0 3 2 0
## 34 33.26631 -86.35221 0 12 2 0 1 1 0
## 35 33.26631 -86.35221 0 12 2 0 1 1 0
## 36 33.26631 -86.35221 0 12 2 0 1 1 0
## 37 34.02868 -86.03161 0 42 0 0 1 1 0
## 38 34.02868 -86.03161 0 42 0 0 1 1 0
## 39 34.02868 -86.03161 0 42 0 0 1 1 0
## 40 34.84546 -86.64267 0 1 0 0 1 1 0
## 41 34.84546 -86.64267 0 1 0 0 1 1 0
## 42 33.15893 -85.43508 0 35 0 0 1 1 0
## 43 34.52646 -86.78778 0 34 0 0 1 1 0
## 44 34.49386 -87.25871 0 12 6 0 2 2 0
## 45 34.49386 -87.25871 0 12 6 0 2 2 0
## 46 34.49386 -87.25871 0 12 6 0 2 2 0
## 47 34.49386 -87.25871 0 12 6 0 2 2 0
## 48 31.76680 -85.90672 0 12 1 0 1 1 0
## 49 31.76680 -85.90672 0 12 1 0 1 1 0
## 50 31.76680 -85.90672 0 12 1 0 1 1 0
## 51 32.90336 -85.76371 0 59 0 0 1 1 0
## 52 32.90336 -85.76371 0 59 0 0 1 1 0
## 53 30.47241 -87.81856 0 12 6 0 2 2 0
## 54 30.47241 -87.81856 0 12 6 0 2 2 0
## 55 34.81881 -86.95077 0 9 0 0 1 1 0
## 56 34.81881 -86.95077 0 9 0 0 1 1 0
## 57 34.81881 -86.95077 0 9 0 0 1 1 0
## 58 33.80732 -85.83454 0 42 0 0 1 1 0
## 59 34.13319 -86.64860 0 32 0 0 1 1 0
## 60 32.41739 -87.08320 0 32 0 0 1 1 0
## 61 33.76197 -86.04339 0 12 1 0 2 3 0
## 62 33.76197 -86.04339 0 12 1 0 2 3 0
## 63 33.76197 -86.04339 0 12 1 0 2 3 0
## 64 32.21607 -85.91568 0 11 0 0 1 1 0
## 65 31.17473 -85.59590 0 34 0 0 1 1 0
## 66 32.35300 -86.96959 0 12 6 0 8 1 0
## 67 32.35300 -86.96959 0 12 6 0 8 1 0
## 68 32.35300 -86.96959 0 12 6 0 8 1 0
## 69 33.85131 -86.87960 0 35 0 0 1 1 0
## 70 33.85131 -86.87960 0 35 0 0 1 1 0
## 71 33.85131 -86.87960 0 35 0 0 1 1 0
## 72 33.75119 -88.23064 0 42 0 0 1 1 0
## 73 33.19260 -87.52618 0 12 6 0 8 1 0
## 74 33.19260 -87.52618 0 12 6 0 8 1 0
## 75 32.00772 -87.03989 0 12 2 0 1 1 0
## 76 32.00772 -87.03989 0 12 2 0 1 1 0
## 77 30.52320 -87.90951 0 33 0 0 1 1 0
## 78 32.46786 -85.10678 0 8 0 0 1 1 0
## 79 32.46786 -85.10678 0 8 0 0 1 1 0
## 80 32.46786 -85.10678 0 8 0 0 1 1 0
## 81 31.88147 -85.89694 0 42 0 0 1 1 0
## 82 31.88147 -85.89694 0 42 0 0 1 1 0
## 83 33.40673 -86.96087 0 12 6 0 2 2 0
## 84 33.40673 -86.96087 0 12 6 0 2 2 0
## 85 33.40673 -86.96087 0 12 6 0 2 2 0
## 86 33.40673 -86.96087 0 12 6 0 2 2 0
## 87 31.12402 -88.10943 0 12 1 0 1 1 0
## 88 31.12402 -88.10943 0 12 1 0 1 1 0
## 89 31.12402 -88.10943 0 12 1 0 1 1 0
## 90 31.12402 -88.10943 0 12 1 0 1 1 0
## 91 30.37025 -87.70101 0 34 0 0 1 1 0
## 92 33.95276 -88.15345 0 34 0 0 1 1 0
## 93 34.84604 -85.62599 0 8 0 0 1 1 0
## 94 34.84604 -85.62599 0 8 0 0 1 1 0
## 95 34.84604 -85.62599 0 8 0 0 1 1 0
## 96 33.50980 -86.89505 0 59 0 0 1 1 0
## 97 33.50980 -86.89505 0 59 0 0 1 1 0
## 98 33.50980 -86.89505 0 59 0 0 1 1 0
## 99 33.50980 -86.89505 0 59 0 0 1 1 0
## 100 31.29881 -86.87450 0 43 0 0 1 1 0
## 101 34.67882 -86.18736 0 34 0 0 1 1 0
## 102 33.41918 -86.67650 0 33 0 0 1 1 0
## 103 33.41918 -86.67650 0 33 0 0 1 1 0
## 104 33.41918 -86.67650 0 33 0 0 1 1 0
## 105 33.41918 -86.67650 0 33 0 0 1 1 0
## 106 34.25534 -86.09871 0 12 2 0 1 1 0
## 107 34.25534 -86.09871 0 12 2 0 1 1 0
## 108 33.42864 -86.34218 0 42 0 0 1 1 0
## 109 34.81577 -86.49146 0 8 0 0 1 1 0
## 110 34.81577 -86.49146 0 8 0 0 1 1 0
## 111 34.81577 -86.49146 0 8 0 0 1 1 0
## 112 30.58724 -88.16984 0 12 6 0 8 1 0
## 113 30.58724 -88.16984 0 12 6 0 8 1 0
## 114 30.69777 -88.10624 0 12 6 0 2 2 0
## 115 30.69777 -88.10624 0 12 6 0 2 2 0
## 116 30.69777 -88.10624 0 12 6 0 2 2 0
## 117 30.69777 -88.10624 0 12 6 0 2 2 0
## 118 34.82330 -85.84242 0 1 0 0 1 1 0
## 119 34.93277 -86.64334 0 12 6 0 1 1 0
## 120 34.93277 -86.64334 0 12 6 0 1 1 0
## 121 34.93277 -86.64334 0 12 6 0 1 1 0
## 122 34.93277 -86.64334 0 12 6 0 1 1 0
## 123 34.93277 -86.64334 0 12 6 0 1 1 0
## 124 32.52736 -85.12011 0 32 0 0 1 1 0
## 125 34.69855 -87.74930 0 1 0 0 1 1 0
## 126 34.00283 -85.96877 0 12 6 0 2 2 0
## 127 34.00283 -85.96877 0 12 6 0 2 2 0
## 128 34.00283 -85.96877 0 12 6 0 2 2 0
## 129 34.84262 -87.58996 0 12 6 0 8 1 0
## 130 34.84262 -87.58996 0 12 6 0 8 1 0
## 131 33.45173 -86.33668 0 42 0 0 1 1 0
## 132 33.45173 -86.33668 0 42 0 0 1 1 0
## 133 34.15814 -86.44095 0 42 0 0 1 1 0
## 134 34.15814 -86.44095 0 42 0 0 1 1 0
## 135 32.55285 -86.97373 0 59 0 0 1 1 0
## 136 30.67342 -88.14852 0 15 0 0 8 1 0
## 137 30.67342 -88.14852 0 15 0 0 8 1 0
## 138 32.43127 -87.01537 0 8 0 0 1 1 0
## 139 32.43127 -87.01537 0 8 0 0 1 1 0
## 140 31.29456 -87.76319 0 24 0 0 1 1 0
## 141 33.30375 -85.53589 0 42 0 0 1 1 0
## 142 31.09388 -85.98667 0 18 0 0 1 1 0
## 143 31.09388 -85.98667 0 18 0 0 1 1 0
## 144 34.37493 -86.47468 0 42 0 0 1 1 0
## 145 34.37493 -86.47468 0 42 0 0 1 1 0
## 146 34.37493 -86.47468 0 42 0 0 1 1 0
## 147 34.60711 -85.72939 0 34 0 0 3 3 0
## 148 34.21054 -86.16814 0 33 0 0 1 1 0
## 149 34.21054 -86.16814 0 33 0 0 1 1 0
## 150 34.21054 -86.16814 0 33 0 0 1 1 0
## 151 34.67186 -87.86073 0 1 0 0 1 1 0
## 152 33.51267 -86.21326 0 12 6 0 2 2 0
## 153 33.51267 -86.21326 0 12 6 0 2 2 0
## 154 31.67875 -85.61524 0 43 0 0 1 1 0
## 155 32.28173 -87.73953 0 1 0 0 1 1 0
## 156 34.20741 -86.49266 0 8 0 0 1 1 0
## 157 34.20741 -86.49266 0 8 0 0 1 1 0
## 158 34.47671 -87.03627 0 8 0 0 1 1 0
## 159 34.47671 -87.03627 0 8 0 0 1 1 0
## 160 34.47671 -87.03627 0 8 0 0 1 1 0
## 161 34.47671 -87.03627 0 8 0 0 1 1 0
## 162 34.01224 -86.74905 0 59 0 0 1 1 0
## 163 34.21631 -86.15720 0 1 0 0 2 2 0
## 164 34.21631 -86.15720 0 1 0 0 2 2 0
## 165 32.46128 -85.15140 0 32 0 0 1 1 0
## 166 33.82131 -87.16238 0 35 0 0 1 1 0
## 167 34.64410 -87.61648 0 18 0 0 1 1 0
## 168 34.64410 -87.61648 0 18 0 0 1 1 0
## 169 34.82026 -87.00883 0 34 0 0 1 1 0
## 170 33.36852 -87.01029 0 1 0 0 1 1 0
## 171 33.41262 -86.96749 0 8 0 0 1 1 0
## 172 33.41262 -86.96749 0 8 0 0 1 1 0
## 173 33.91855 -86.86623 0 12 1 0 1 1 0
## 174 33.91855 -86.86623 0 12 1 0 1 1 0
## 175 33.91855 -86.86623 0 12 1 0 1 1 0
## 176 33.91855 -86.86623 0 12 1 0 1 1 0
## 177 33.91855 -86.86623 0 12 1 0 1 1 0
## 178 33.91855 -86.86623 0 12 1 0 1 1 0
## 179 33.91856 -86.86622 0 8 0 0 1 1 0
## 180 33.91856 -86.86622 0 8 0 0 1 1 0
## 181 32.42321 -85.92891 0 12 1 0 1 1 0
## 182 32.42321 -85.92891 0 12 1 0 1 1 0
## 183 32.42321 -85.92891 0 12 1 0 1 1 0
## 184 32.42321 -85.92891 0 12 1 0 1 1 0
## 185 32.42321 -85.92891 0 12 1 0 1 1 0
## 186 32.42321 -85.92891 0 12 1 0 1 1 0
## 187 32.42321 -85.92891 0 12 1 0 1 1 0
## 188 31.56957 -86.85468 0 1 0 0 1 1 0
## 189 31.56957 -86.85468 0 1 0 0 1 1 0
## 190 31.56957 -86.85468 0 1 0 0 1 1 0
## 191 31.56957 -86.85468 0 1 0 0 1 1 0
## 192 31.56957 -86.85468 0 1 0 0 1 1 0
## 193 31.56957 -86.85468 0 1 0 0 1 1 0
## 194 31.56957 -86.85468 0 1 0 0 1 1 0
## 195 33.59407 -86.18777 0 3 0 0 1 1 0
## 196 33.89895 -86.23294 0 42 0 0 1 1 0
## 197 33.89895 -86.23294 0 42 0 0 1 1 0
## 198 30.49588 -88.33840 0 59 0 0 1 1 1
## 199 30.49588 -88.33840 0 59 0 0 1 1 1
## 200 30.49588 -88.33840 0 59 0 0 1 1 1
## 201 33.58276 -86.02940 0 24 0 0 1 1 0
## 202 33.54145 -86.64372 0 30 0 0 1 1 0
## 203 33.50738 -86.81815 0 8 0 0 1 1 0
## 204 33.50738 -86.81815 0 8 0 0 1 1 0
## 205 33.50738 -86.81815 0 8 0 0 1 1 0
## 206 33.50738 -86.81815 0 8 0 0 1 1 0
## 207 33.50738 -86.81815 0 8 0 0 1 1 0
## 208 33.50738 -86.81815 0 8 0 0 1 1 0
## 209 34.83446 -86.93736 0 34 0 1 5 1 0
## 210 30.74758 -88.11267 0 12 6 0 2 2 0
## 211 30.74758 -88.11267 0 12 6 0 2 2 0
## 212 33.68580 -85.82990 0 8 0 0 3 2 0
## 213 33.68580 -85.82990 0 8 0 0 3 2 0
## 214 33.68580 -85.82990 0 8 0 0 3 2 0
## 215 32.29524 -85.15815 0 42 0 0 1 1 0
## 216 34.75315 -86.11910 0 12 2 0 1 1 0
## 217 34.75315 -86.11910 0 12 2 0 1 1 0
## 218 33.17429 -87.23313 0 1 0 0 8 1 0
## 219 34.12655 -86.94560 0 12 2 0 1 1 0
## 220 34.12655 -86.94560 0 12 2 0 1 1 0
## 221 34.12655 -86.94560 0 12 2 0 1 1 0
## 222 32.42347 -86.28708 0 12 7 0 1 1 0
## 223 32.42347 -86.28708 0 12 7 0 1 1 0
## 224 32.42347 -86.28708 0 12 7 0 1 1 0
## 225 32.42347 -86.28708 0 12 7 0 1 1 0
## 226 30.76708 -87.78699 0 1 0 0 1 1 0
## 227 30.76708 -87.78699 0 1 0 0 1 1 0
## 228 32.95860 -87.68719 0 38 0 0 1 1 0
## 229 33.18888 -87.15184 0 12 6 0 8 1 0
## 230 33.18888 -87.15184 0 12 6 0 8 1 0
## 231 33.18888 -87.15184 0 12 6 0 8 1 0
## 232 34.29180 -86.24874 0 43 0 0 3 3 0
## 233 32.57357 -86.68208 0 12 2 0 3 2 0
## 234 32.57357 -86.68208 0 12 2 0 3 2 0
## 235 32.57357 -86.68208 0 12 2 0 3 2 0
## 236 33.50322 -86.00475 0 12 2 0 1 1 0
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## 238 33.52398 -86.80010 0 25 0 0 5 1 0
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## 240 34.17851 -86.74272 0 12 6 0 2 2 0
## 241 34.17851 -86.74272 0 12 6 0 2 2 0
## 242 34.17851 -86.74272 0 12 6 0 2 2 0
## 243 33.05271 -88.03432 0 42 0 0 1 1 0
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## 248 33.53161 -86.75729 0 12 6 0 8 1 0
## 249 33.53161 -86.75729 0 12 6 0 8 1 0
## 250 33.53161 -86.75729 0 12 6 0 8 1 0
## 251 32.56471 -86.43396 0 18 0 0 3 3 1
## 252 32.56471 -86.43396 0 18 0 0 3 3 1
## 253 31.91629 -86.01945 0 42 0 0 1 1 0
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## 255 34.59369 -87.26125 0 42 0 0 1 1 0
## 256 32.63685 -87.36674 0 12 6 0 2 3 0
## 257 32.63685 -87.36674 0 12 6 0 2 3 0
## 258 34.82180 -86.64299 0 33 0 0 3 2 0
## 259 31.16951 -86.59760 0 12 2 0 1 1 0
## 260 31.16951 -86.59760 0 12 2 0 1 1 0
## 261 31.16951 -86.59760 0 12 2 0 1 1 0
## 262 31.16951 -86.59760 0 12 2 0 1 1 0
## 263 33.61413 -87.35676 0 1 0 0 1 1 0
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## 270 34.56472 -85.61815 0 12 2 0 1 1 0
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## 275 34.55061 -85.52982 0 8 0 0 2 3 0
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## 279 33.65026 -85.78621 0 59 0 0 3 3 0
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## 283 34.18450 -86.14499 0 12 99 0 1 1 0
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## 296 33.63476 -86.68414 0 8 0 0 3 3 0
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## 303 33.66997 -87.65053 0 12 2 0 1 1 0
## 304 33.66997 -87.65053 0 12 2 0 1 1 0
## 305 34.96672 -86.56842 0 12 1 0 1 1 0
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## 313 30.61109 -88.07341 0 42 0 0 1 1 0
## 314 33.87871 -87.16155 0 1 0 0 1 1 1
## 315 33.87871 -87.16155 0 1 0 0 1 1 1
## 316 34.86792 -87.76987 0 12 2 0 1 1 0
## 317 34.86792 -87.76987 0 12 2 0 1 1 0
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## 761 32.57563 -85.14719 0 30 0 0 1 1 0
## 762 32.57563 -85.14719 0 30 0 0 1 1 0
## 763 33.51235 -86.84731 0 12 1 0 1 1 0
## 764 33.51235 -86.84731 0 12 1 0 1 1 0
## 765 33.51235 -86.84731 0 12 1 0 1 1 0
## 766 34.27574 -86.81129 0 12 2 0 1 1 0
## 767 34.27574 -86.81129 0 12 2 0 1 1 0
## 768 34.15500 -86.45910 0 12 6 0 1 1 0
## 769 34.15500 -86.45910 0 12 6 0 1 1 0
## 770 34.15500 -86.45910 0 12 6 0 1 1 0
## 771 34.15500 -86.45910 0 12 6 0 1 1 0
## 772 34.15500 -86.45910 0 12 6 0 1 1 0
## 773 34.15500 -86.45910 0 12 6 0 1 1 0
## 774 33.51985 -86.91560 0 12 6 0 2 2 0
## 775 33.51985 -86.91560 0 12 6 0 2 2 0
## 776 33.51985 -86.91560 0 12 6 0 2 2 0
## 777 34.17120 -86.68741 0 12 8 0 1 1 0
## 778 34.17120 -86.68741 0 12 8 0 1 1 0
## 779 34.17120 -86.68741 0 12 8 0 1 1 0
## 780 34.17120 -86.68741 0 12 8 0 1 1 0
## 781 34.17120 -86.68741 0 12 8 0 1 1 0
## 782 34.17120 -86.68741 0 12 8 0 1 1 0
## 783 34.17120 -86.68741 0 12 8 0 1 1 0
## 784 34.17120 -86.68741 0 12 8 0 1 1 0
## 785 34.17120 -86.68741 0 12 8 0 1 1 0
## 786 31.14599 -85.08872 0 12 7 0 2 3 0
## 787 31.14599 -85.08872 0 12 7 0 2 3 0
## 788 33.43238 -86.02759 0 1 0 0 1 1 0
## 789 32.57353 -85.31437 0 38 0 0 1 1 0
## 790 32.57353 -85.31437 0 38 0 0 1 1 0
## 791 33.16423 -86.30221 0 12 2 0 1 1 0
## 792 33.16423 -86.30221 0 12 2 0 1 1 0
## 793 33.16423 -86.30221 0 12 2 0 1 1 0
## 794 32.41666 -86.40968 0 1 0 0 1 1 0
## 795 34.47631 -85.80605 0 12 6 0 1 1 0
## 796 34.47631 -85.80605 0 12 6 0 1 1 0
## 797 34.47631 -85.80605 0 12 6 0 1 1 0
## 798 34.47631 -85.80605 0 12 6 0 1 1 0
## 799 34.47631 -85.80605 0 12 6 0 1 1 0
## 800 34.47631 -85.80605 0 12 6 0 1 1 0
## 801 34.47631 -85.80605 0 12 6 0 1 1 0
## 802 34.99227 -87.82911 0 34 0 0 3 3 0
## 803 32.83179 -85.25346 0 5 0 0 1 1 0
## 804 34.65709 -86.50699 0 25 0 0 1 1 0
## 805 33.23000 -86.32615 0 9 0 0 1 1 0
## 806 33.23000 -86.32615 0 9 0 0 1 1 0
## 807 33.21225 -87.57068 0 8 0 0 2 2 0
## 808 33.21225 -87.57068 0 8 0 0 2 2 0
## 809 32.89689 -87.70360 0 35 0 0 3 3 0
## 810 33.77430 -86.62894 0 42 0 0 1 1 0
## 811 32.65518 -86.24823 0 12 6 0 2 3 0
## 812 32.65518 -86.24823 0 12 6 0 2 3 0
## 813 32.65518 -86.24823 0 12 6 0 2 3 0
## 814 34.65248 -87.88703 0 42 0 0 1 1 0
## 815 34.65248 -87.88703 0 42 0 0 1 1 0
## 816 30.69278 -88.12578 0 9 0 0 1 1 0
## 817 30.69278 -88.12578 0 9 0 0 1 1 0
## 818 30.69278 -88.12578 0 9 0 0 1 1 0
## 819 30.69278 -88.12578 0 9 0 0 1 1 0
## 820 30.69278 -88.12578 0 9 0 0 1 1 0
## 821 30.69278 -88.12578 0 9 0 0 1 1 0
## 822 33.54326 -86.72635 0 15 0 0 1 1 0
## 823 33.54326 -86.72635 0 15 0 0 1 1 0
## 824 32.37291 -87.15762 0 42 0 0 1 1 0
## 825 34.86038 -85.61004 0 32 0 0 1 1 0
## 826 31.65144 -85.81115 0 12 2 0 1 1 0
## 827 31.65144 -85.81115 0 12 2 0 1 1 0
## 828 33.15703 -86.88071 0 42 0 0 1 1 0
## 829 34.84680 -86.89411 0 12 6 0 2 2 0
## 830 34.84680 -86.89411 0 12 6 0 2 2 0
## 831 34.84680 -86.89411 0 12 6 0 2 2 0
## 832 33.21098 -87.56428 0 8 0 0 3 2 0
## 833 33.21098 -87.56428 0 8 0 0 3 2 0
## 834 32.50295 -86.01711 0 34 0 0 1 1 0
## 835 31.19527 -85.41062 0 12 2 0 1 1 0
## 836 31.19527 -85.41062 0 12 2 0 1 1 0
## 837 33.32105 -87.65437 0 34 0 0 1 1 0
## 838 34.72597 -86.31885 0 42 0 0 1 1 0
## 839 34.98856 -86.57022 0 35 0 0 1 1 0
## 840 34.20679 -87.59820 0 32 0 0 1 1 0
## 841 99.99990 999.99990 0 8 0 0 1 1 0
## 842 99.99990 999.99990 0 8 0 0 1 1 0
## 843 33.99195 -86.03750 0 52 0 0 1 1 0
## 844 32.07141 -86.48415 0 24 0 0 1 1 0
## 845 32.07141 -86.48415 0 24 0 0 1 1 0
## 846 32.07141 -86.48415 0 24 0 0 1 1 0
## 847 32.07141 -86.48415 0 24 0 0 1 1 0
## 848 31.14213 -87.41215 0 1 0 0 1 1 0
## 849 31.14213 -87.41215 0 1 0 0 1 1 0
## 850 31.14213 -87.41215 0 1 0 0 1 1 0
## 851 32.44064 -85.83424 0 52 0 0 1 1 0
## 852 32.91369 -87.87202 0 57 0 0 1 1 0
## 853 32.91369 -87.87202 0 57 0 0 1 1 0
## 854 32.91369 -87.87202 0 57 0 0 1 1 0
## 855 31.00501 -87.67866 0 42 0 0 1 1 0
## 856 30.53727 -88.08410 0 42 0 0 1 1 0
## 857 32.77533 -86.54534 0 12 6 0 2 2 0
## 858 32.77533 -86.54534 0 12 6 0 2 2 0
## 859 32.77533 -86.54534 0 12 6 0 2 2 0
## 860 32.77533 -86.54534 0 12 6 0 2 2 0
## 861 34.82170 -86.48529 0 12 6 0 1 1 1
## 862 34.82170 -86.48529 0 12 6 0 1 1 1
## 863 34.18408 -86.26910 0 12 2 0 1 1 0
## 864 34.18408 -86.26910 0 12 2 0 1 1 0
## 865 31.33118 -86.02133 0 1 0 0 1 1 0
## 866 31.76172 -85.89552 0 12 7 0 1 1 0
## 867 31.76172 -85.89552 0 12 7 0 1 1 0
## 868 31.76172 -85.89552 0 12 7 0 1 1 0
## 869 31.76172 -85.89552 0 12 7 0 1 1 0
## 870 31.76172 -85.89552 0 12 7 0 1 1 0
## 871 31.76172 -85.89552 0 12 7 0 1 1 0
## 872 31.76172 -85.89552 0 12 7 0 1 1 0
## 873 31.76172 -85.89552 0 12 7 0 1 1 0
## 874 34.81738 -86.83253 0 34 0 0 1 1 0
## 875 32.93752 -87.30018 0 42 0 0 1 1 0
## 876 32.93752 -87.30018 0 42 0 0 1 1 0
## 877 33.72096 -86.82502 0 35 0 0 1 1 0
## 878 30.60379 -87.84540 0 32 0 0 1 1 0
## 879 31.97611 -86.18314 0 42 0 0 1 1 0
## 880 31.97611 -86.18314 0 42 0 0 1 1 0
## 881 32.10355 -85.08052 0 12 2 0 1 1 0
## 882 32.10355 -85.08052 0 12 2 0 1 1 0
## 883 32.10355 -85.08052 0 12 2 0 1 1 0
## 884 32.31312 -86.86513 0 1 0 0 1 1 0
## 885 32.31312 -86.86513 0 1 0 0 1 1 0
## 886 32.31312 -86.86513 0 1 0 0 1 1 0
## 887 32.31312 -86.86513 0 1 0 0 1 1 0
## 888 34.66123 -86.95029 0 34 0 0 1 1 0
## 889 34.66123 -86.95029 0 34 0 0 1 1 0
## 890 34.66123 -86.95029 0 34 0 0 1 1 0
## 891 34.88372 -86.56849 0 12 6 0 7 1 0
## 892 34.88372 -86.56849 0 12 6 0 7 1 0
## 893 34.88372 -86.56849 0 12 6 0 7 1 0
## 894 34.88372 -86.56849 0 12 6 0 7 1 0
## 895 34.88372 -86.56849 0 12 6 0 7 1 0
## 896 34.88372 -86.56849 0 12 6 0 7 1 0
## 897 34.88372 -86.56849 0 12 6 0 7 1 0
## 898 34.88372 -86.56849 0 12 6 0 7 1 0
## 899 34.03314 -87.52461 0 34 0 0 1 1 0
## 900 31.77015 -85.15206 0 1 0 0 1 1 0
## 901 31.77015 -85.15206 0 1 0 0 1 1 0
## 902 33.92469 -86.53650 0 12 2 0 1 1 0
## 903 33.92469 -86.53650 0 12 2 0 1 1 0
## 904 33.92469 -86.53650 0 12 2 0 1 1 0
## 905 34.58380 -85.62912 0 1 0 0 3 3 0
## 906 31.90432 -86.31642 0 12 2 0 1 1 0
## 907 31.90432 -86.31642 0 12 2 0 1 1 0
## 908 31.90432 -86.31642 0 12 2 0 1 1 0
## 909 32.60035 -86.46428 0 12 1 0 8 1 0
## 910 32.60035 -86.46428 0 12 1 0 8 1 0
## 911 34.45429 -86.83967 0 38 0 0 1 1 0
## 912 34.45429 -86.83967 0 38 0 0 1 1 0
## 913 32.83723 -86.64317 0 8 0 0 1 1 0
## 914 32.83723 -86.64317 0 8 0 0 1 1 0
## 915 32.33513 -85.15319 0 1 0 0 2 3 0
## 916 32.33513 -85.15319 0 1 0 0 2 3 0
## 917 34.58214 -87.00293 0 12 6 0 2 3 0
## 918 34.58214 -87.00293 0 12 6 0 2 3 0
## 919 34.58214 -87.00293 0 12 6 0 2 3 0
## 920 32.06371 -86.73646 0 21 0 0 1 1 0
## 921 32.06371 -86.73646 0 21 0 0 1 1 0
## 922 32.06371 -86.73646 0 21 0 0 1 1 0
## 923 30.91413 -88.03491 0 10 0 0 6 1 0
## 924 32.77648 -87.75524 0 12 2 0 1 1 0
## 925 32.77648 -87.75524 0 12 2 0 1 1 0
## 926 32.77648 -87.75524 0 12 2 0 1 1 0
## 927 34.24484 -86.11154 0 43 0 0 1 1 0
## 928 33.77737 -86.42645 0 12 7 0 1 1 0
## 929 33.77737 -86.42645 0 12 7 0 1 1 0
## 930 33.77737 -86.42645 0 12 7 0 1 1 0
## 931 33.77737 -86.42645 0 12 7 0 1 1 0
## 932 33.77737 -86.42645 0 12 7 0 1 1 0
## 933 33.77737 -86.42645 0 12 7 0 1 1 0
## 934 33.76735 -86.46631 0 21 0 0 1 1 0
## REL_ROAD LGT_COND WEATHER1 WEATHER2 WEATHER SCH_BUS RAIL NOT_HOUR
## 1 3 2 1 0 1 0 725409J 99
## 2 3 1 1 0 1 0 0000000 15
## 3 1 2 1 0 1 0 0000000 99
## 4 1 2 1 0 1 0 0000000 99
## 5 1 2 1 0 1 0 0000000 99
## 6 4 3 2 0 2 0 0000000 99
## 7 3 2 2 0 2 0 0000000 20
## 8 3 2 2 0 2 0 0000000 20
## 9 3 2 10 0 10 0 0000000 18
## 10 3 2 10 0 10 0 0000000 18
## 11 3 2 10 0 10 0 0000000 18
## 12 3 2 10 0 10 0 0000000 18
## 13 1 1 1 0 1 0 0000000 99
## 14 1 1 1 0 1 0 0000000 99
## 15 4 1 1 0 1 0 0000000 16
## 16 3 1 1 0 1 0 0000000 99
## 17 1 2 1 0 1 0 0000000 99
## 18 1 2 1 0 1 0 0000000 99
## 19 1 2 1 0 1 0 0000000 99
## 20 1 2 1 0 1 0 0000000 99
## 21 1 2 2 0 2 0 0000000 99
## 22 1 2 2 0 2 0 0000000 99
## 23 1 2 2 0 2 0 0000000 99
## 24 1 2 2 0 2 0 0000000 99
## 25 1 2 2 0 2 0 0000000 99
## 26 1 2 2 0 2 0 0000000 99
## 27 1 2 2 0 2 0 0000000 99
## 28 1 2 2 0 2 0 0000000 99
## 29 1 2 2 0 2 0 0000000 99
## 30 1 2 2 0 2 0 0000000 99
## 31 4 2 10 0 10 0 0000000 99
## 32 4 2 1 0 1 0 0000000 99
## 33 4 2 1 0 1 0 0000000 99
## 34 1 3 1 0 1 0 0000000 99
## 35 1 3 1 0 1 0 0000000 99
## 36 1 3 1 0 1 0 0000000 99
## 37 4 9 99 0 99 0 0000000 88
## 38 4 9 99 0 99 0 0000000 88
## 39 4 9 99 0 99 0 0000000 88
## 40 4 2 1 0 1 0 0000000 23
## 41 4 2 1 0 1 0 0000000 23
## 42 4 5 1 0 1 0 0000000 16
## 43 4 2 1 0 1 0 0000000 99
## 44 1 1 1 0 1 0 0000000 99
## 45 1 1 1 0 1 0 0000000 99
## 46 1 1 1 0 1 0 0000000 99
## 47 1 1 1 0 1 0 0000000 99
## 48 1 1 2 0 2 0 0000000 99
## 49 1 1 2 0 2 0 0000000 99
## 50 1 1 2 0 2 0 0000000 99
## 51 4 2 10 0 10 0 0000000 0
## 52 4 2 10 0 10 0 0000000 0
## 53 1 1 10 0 10 0 0000000 99
## 54 1 1 10 0 10 0 0000000 99
## 55 1 2 1 0 1 0 0000000 20
## 56 1 2 1 0 1 0 0000000 20
## 57 1 2 1 0 1 0 0000000 20
## 58 4 2 10 0 10 0 0000000 99
## 59 4 2 1 0 1 0 0000000 99
## 60 4 2 10 0 10 0 0000000 99
## 61 1 1 1 0 1 0 0000000 13
## 62 1 1 1 0 1 0 0000000 13
## 63 1 1 1 0 1 0 0000000 13
## 64 1 5 1 0 1 0 0000000 99
## 65 4 1 1 0 1 0 0000000 99
## 66 1 3 1 0 1 0 0000000 99
## 67 1 3 1 0 1 0 0000000 99
## 68 1 3 1 0 1 0 0000000 99
## 69 4 2 5 0 5 0 0000000 3
## 70 4 2 5 0 5 0 0000000 3
## 71 4 2 5 0 5 0 0000000 3
## 72 4 1 10 0 10 0 0000000 99
## 73 1 3 1 0 1 0 0000000 99
## 74 1 3 1 0 1 0 0000000 99
## 75 1 1 10 0 10 0 0000000 99
## 76 1 1 10 0 10 0 0000000 99
## 77 4 3 5 0 5 0 0000000 99
## 78 1 2 10 0 10 0 0000000 99
## 79 1 2 10 0 10 0 0000000 99
## 80 1 2 10 0 10 0 0000000 99
## 81 4 2 10 0 10 0 0000000 99
## 82 4 2 10 0 10 0 0000000 99
## 83 1 3 2 0 2 0 0000000 99
## 84 1 3 2 0 2 0 0000000 99
## 85 1 3 2 0 2 0 0000000 99
## 86 1 3 2 0 2 0 0000000 99
## 87 1 2 1 0 1 0 0000000 18
## 88 1 2 1 0 1 0 0000000 18
## 89 1 2 1 0 1 0 0000000 18
## 90 1 2 1 0 1 0 0000000 18
## 91 4 2 1 0 1 0 0000000 99
## 92 4 1 1 0 1 0 0000000 99
## 93 1 1 1 0 1 0 0000000 99
## 94 1 1 1 0 1 0 0000000 99
## 95 1 1 1 0 1 0 0000000 99
## 96 4 3 1 0 1 0 0000000 99
## 97 4 3 1 0 1 0 0000000 99
## 98 4 3 1 0 1 0 0000000 99
## 99 4 3 1 0 1 0 0000000 99
## 100 4 1 10 0 10 0 0000000 99
## 101 4 1 1 0 1 0 0000000 9
## 102 3 3 1 0 1 0 0000000 99
## 103 3 3 1 0 1 0 0000000 99
## 104 3 3 1 0 1 0 0000000 99
## 105 3 3 1 0 1 0 0000000 99
## 106 1 2 10 0 10 0 0000000 99
## 107 1 2 10 0 10 0 0000000 99
## 108 4 1 1 0 1 0 0000000 99
## 109 1 2 10 0 10 0 0000000 17
## 110 1 2 10 0 10 0 0000000 17
## 111 1 2 10 0 10 0 0000000 17
## 112 1 1 10 0 10 0 0000000 99
## 113 1 1 10 0 10 0 0000000 99
## 114 1 1 1 0 1 0 0000000 8
## 115 1 1 1 0 1 0 0000000 8
## 116 1 1 1 0 1 0 0000000 8
## 117 1 1 1 0 1 0 0000000 8
## 118 4 2 1 0 1 0 0000000 5
## 119 1 1 1 0 1 0 0000000 99
## 120 1 1 1 0 1 0 0000000 99
## 121 1 1 1 0 1 0 0000000 99
## 122 1 1 1 0 1 0 0000000 99
## 123 1 1 1 0 1 0 0000000 99
## 124 4 2 1 0 1 0 0000000 99
## 125 4 2 10 0 10 0 0000000 99
## 126 1 3 1 0 1 0 0000000 99
## 127 1 3 1 0 1 0 0000000 99
## 128 1 3 1 0 1 0 0000000 99
## 129 1 3 1 0 1 0 0000000 99
## 130 1 3 1 0 1 0 0000000 99
## 131 5 1 1 0 1 0 0000000 99
## 132 5 1 1 0 1 0 0000000 99
## 133 4 2 2 0 2 0 0000000 99
## 134 4 2 2 0 2 0 0000000 99
## 135 4 1 10 0 10 0 0000000 99
## 136 1 3 1 0 1 0 0000000 99
## 137 1 3 1 0 1 0 0000000 99
## 138 1 3 2 0 2 0 0000000 99
## 139 1 3 2 0 2 0 0000000 99
## 140 4 2 1 0 1 0 0000000 99
## 141 4 2 2 0 2 0 0000000 99
## 142 1 2 2 0 2 0 0000000 99
## 143 1 2 2 0 2 0 0000000 99
## 144 4 1 2 0 2 0 0000000 99
## 145 4 1 2 0 2 0 0000000 99
## 146 4 1 2 0 2 0 0000000 99
## 147 4 2 5 0 5 0 0000000 99
## 148 4 1 2 0 2 0 0000000 99
## 149 4 1 2 0 2 0 0000000 99
## 150 4 1 2 0 2 0 0000000 99
## 151 4 1 10 0 10 0 0000000 99
## 152 1 1 1 0 1 0 0000000 99
## 153 1 1 1 0 1 0 0000000 99
## 154 4 2 1 0 1 0 0000000 99
## 155 4 2 10 0 10 0 0000000 99
## 156 1 2 10 0 10 0 0000000 99
## 157 1 2 10 0 10 0 0000000 99
## 158 4 2 1 0 1 0 0000000 99
## 159 4 2 1 0 1 0 0000000 99
## 160 4 2 1 0 1 0 0000000 99
## 161 4 2 1 0 1 0 0000000 99
## 162 4 2 10 0 10 0 0000000 99
## 163 1 3 10 0 10 0 0000000 99
## 164 1 3 10 0 10 0 0000000 99
## 165 4 1 1 0 1 0 0000000 99
## 166 4 3 1 0 1 0 0000000 99
## 167 4 1 1 0 1 0 0000000 99
## 168 4 1 1 0 1 0 0000000 99
## 169 4 2 5 0 5 0 0000000 99
## 170 1 4 1 0 1 0 0000000 99
## 171 1 3 1 0 1 0 0000000 99
## 172 1 3 1 0 1 0 0000000 99
## 173 1 2 1 0 1 0 0000000 99
## 174 1 2 1 0 1 0 0000000 99
## 175 1 2 1 0 1 0 0000000 99
## 176 1 2 1 0 1 0 0000000 99
## 177 1 2 1 0 1 0 0000000 99
## 178 1 2 1 0 1 0 0000000 99
## 179 1 2 1 0 1 0 0000000 99
## 180 1 2 1 0 1 0 0000000 99
## 181 1 5 10 0 10 0 0000000 99
## 182 1 5 10 0 10 0 0000000 99
## 183 1 5 10 0 10 0 0000000 99
## 184 1 5 10 0 10 0 0000000 99
## 185 1 5 10 0 10 0 0000000 99
## 186 1 5 10 0 10 0 0000000 99
## 187 1 5 10 0 10 0 0000000 99
## 188 3 1 1 0 1 0 0000000 99
## 189 3 1 1 0 1 0 0000000 99
## 190 3 1 1 0 1 0 0000000 99
## 191 3 1 1 0 1 0 0000000 99
## 192 3 1 1 0 1 0 0000000 99
## 193 3 1 1 0 1 0 0000000 99
## 194 3 1 1 0 1 0 0000000 99
## 195 3 2 10 0 10 0 0000000 99
## 196 3 1 2 0 2 0 0000000 99
## 197 3 1 2 0 2 0 0000000 99
## 198 4 1 1 0 1 0 0000000 7
## 199 4 1 1 0 1 0 0000000 7
## 200 4 1 1 0 1 0 0000000 7
## 201 4 5 10 0 10 0 0000000 99
## 202 4 4 2 0 2 0 0000000 5
## 203 1 3 10 0 10 0 0000000 0
## 204 1 3 10 0 10 0 0000000 0
## 205 1 3 10 0 10 0 0000000 0
## 206 1 3 10 0 10 0 0000000 0
## 207 1 3 10 0 10 0 0000000 0
## 208 1 3 10 0 10 0 0000000 0
## 209 3 3 1 0 1 0 0000000 99
## 210 1 3 10 0 10 0 0000000 99
## 211 1 3 10 0 10 0 0000000 99
## 212 1 3 10 0 10 0 0000000 99
## 213 1 3 10 0 10 0 0000000 99
## 214 1 3 10 0 10 0 0000000 99
## 215 4 3 1 0 1 0 0000000 99
## 216 1 2 1 0 1 0 0000000 22
## 217 1 2 1 0 1 0 0000000 22
## 218 4 3 1 0 1 0 0000000 99
## 219 1 1 1 0 1 0 0000000 11
## 220 1 1 1 0 1 0 0000000 11
## 221 1 1 1 0 1 0 0000000 11
## 222 1 3 1 0 1 0 0000000 2
## 223 1 3 1 0 1 0 0000000 2
## 224 1 3 1 0 1 0 0000000 2
## 225 1 3 1 0 1 0 0000000 2
## 226 3 2 1 0 1 0 0000000 0
## 227 3 2 1 0 1 0 0000000 0
## 228 5 2 10 0 10 0 0000000 99
## 229 1 1 1 0 1 0 0000000 99
## 230 1 1 1 0 1 0 0000000 99
## 231 1 1 1 0 1 0 0000000 99
## 232 5 2 1 0 1 0 0000000 99
## 233 1 1 1 0 1 0 0000000 99
## 234 1 1 1 0 1 0 0000000 99
## 235 1 1 1 0 1 0 0000000 99
## 236 1 1 1 0 1 0 0000000 99
## 237 1 1 1 0 1 0 0000000 99
## 238 4 3 1 0 1 0 0000000 1
## 239 4 3 1 0 1 0 0000000 1
## 240 1 6 1 0 1 0 0000000 18
## 241 1 6 1 0 1 0 0000000 18
## 242 1 6 1 0 1 0 0000000 18
## 243 4 2 2 0 2 0 0000000 99
## 244 1 3 1 0 1 0 0000000 19
## 245 1 3 1 0 1 0 0000000 19
## 246 1 1 10 0 10 0 0000000 99
## 247 1 1 10 0 10 0 0000000 99
## 248 1 1 10 0 10 0 0000000 99
## 249 1 1 10 0 10 0 0000000 99
## 250 1 1 10 0 10 0 0000000 99
## 251 5 1 1 0 1 0 0000000 99
## 252 5 1 1 0 1 0 0000000 99
## 253 4 2 1 0 1 0 0000000 99
## 254 5 2 1 0 1 0 0000000 99
## 255 5 2 1 0 1 0 0000000 99
## 256 1 1 1 0 1 0 0000000 18
## 257 1 1 1 0 1 0 0000000 18
## 258 8 1 1 0 1 0 0000000 15
## 259 1 1 1 0 1 0 0000000 99
## 260 1 1 1 0 1 0 0000000 99
## 261 1 1 1 0 1 0 0000000 99
## 262 1 1 1 0 1 0 0000000 99
## 263 4 2 1 0 1 0 0000000 19
## 264 4 2 1 0 1 0 0000000 19
## 265 4 2 1 0 1 0 0000000 3
## 266 4 1 1 0 1 0 0000000 88
## 267 4 3 10 0 10 0 0000000 99
## 268 1 1 1 0 1 0 0000000 99
## 269 1 1 1 0 1 0 0000000 99
## 270 1 1 1 0 1 0 0000000 15
## 271 1 1 1 0 1 0 0000000 15
## 272 1 1 1 0 1 0 0000000 15
## 273 1 1 1 0 1 0 0000000 7
## 274 1 1 1 0 1 0 0000000 7
## 275 1 1 1 0 1 0 0000000 15
## 276 1 1 1 0 1 0 0000000 15
## 277 8 1 1 0 1 0 0000000 17
## 278 8 1 1 0 1 0 0000000 17
## 279 8 1 1 0 1 0 0000000 17
## 280 8 1 1 0 1 0 0000000 17
## 281 4 1 1 0 1 0 0000000 14
## 282 1 2 1 0 1 0 0000000 99
## 283 1 2 1 0 1 0 0000000 99
## 284 1 2 1 0 1 0 0000000 99
## 285 1 1 1 0 1 0 0000000 99
## 286 1 1 1 0 1 0 0000000 99
## 287 4 1 10 0 10 0 0000000 88
## 288 4 1 1 0 1 0 0000000 7
## 289 1 2 1 0 1 0 0000000 99
## 290 1 2 1 0 1 0 0000000 99
## 291 4 2 1 0 1 0 0000000 99
## 292 4 1 1 0 1 0 0000000 17
## 293 4 1 1 0 1 0 0000000 17
## 294 4 1 1 0 1 0 0000000 11
## 295 1 3 10 0 10 0 0000000 4
## 296 1 3 10 0 10 0 0000000 4
## 297 1 3 10 0 10 0 0000000 4
## 298 1 3 10 0 10 0 0000000 99
## 299 1 3 10 0 10 0 0000000 99
## 300 1 1 10 0 10 0 0000000 99
## 301 1 1 10 0 10 0 0000000 99
## 302 1 1 1 0 1 0 0000000 99
## 303 1 1 1 0 1 0 0000000 99
## 304 1 1 1 0 1 0 0000000 99
## 305 1 1 1 0 1 0 0000000 14
## 306 1 1 1 0 1 0 0000000 14
## 307 1 1 1 0 1 0 0000000 14
## 308 1 1 1 0 1 0 0000000 14
## 309 1 1 1 0 1 0 0000000 14
## 310 2 1 1 0 1 0 0000000 99
## 311 2 1 1 0 1 0 0000000 99
## 312 2 1 1 0 1 0 0000000 99
## 313 4 2 10 0 10 0 0000000 99
## 314 4 2 1 0 1 0 0000000 99
## 315 4 2 1 0 1 0 0000000 99
## 316 1 1 1 0 1 0 0000000 17
## 317 1 1 1 0 1 0 0000000 17
## 318 1 1 1 0 1 0 0000000 17
## 319 4 2 1 0 1 0 0000000 99
## 320 1 2 1 0 1 0 0000000 99
## 321 1 2 1 0 1 0 0000000 99
## 322 1 2 1 0 1 0 0000000 99
## 323 1 1 1 0 1 0 0000000 99
## 324 1 1 1 0 1 0 0000000 99
## 325 4 2 1 0 1 0 0000000 99
## 326 4 2 1 0 1 0 0000000 99
## 327 4 1 1 0 1 0 0000000 99
## 328 4 1 2 0 2 0 0000000 99
## 329 1 3 1 0 1 0 0000000 99
## 330 1 3 1 0 1 0 0000000 99
## 331 1 1 2 0 2 0 0000000 10
## 332 1 1 2 0 2 0 0000000 10
## 333 1 1 2 0 2 0 0000000 10
## 334 1 1 2 0 2 0 0000000 10
## 335 1 2 1 0 1 0 0000000 99
## 336 1 2 1 0 1 0 0000000 99
## 337 1 2 1 0 1 0 0000000 99
## 338 1 2 1 0 1 0 0000000 99
## 339 1 2 1 0 1 0 0000000 99
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## 341 1 3 1 0 1 0 0000000 99
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## 536 4 2 1 0 1 0 0000000 99
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## 551 1 3 2 0 2 0 0000000 99
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## 554 1 3 1 0 1 0 0000000 99
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## 611 4 1 1 0 1 0 0000000 99
## 612 1 1 1 0 1 0 0000000 18
## 613 1 1 1 0 1 0 0000000 18
## 614 4 2 1 0 1 0 0000000 23
## 615 1 1 1 0 1 0 0000000 99
## 616 1 1 1 0 1 0 0000000 99
## 617 1 1 1 0 1 0 0000000 99
## 618 1 1 1 0 1 0 0000000 99
## 619 1 1 1 0 1 0 0000000 99
## 620 1 1 1 0 1 0 0000000 99
## 621 5 3 1 0 1 0 0000000 99
## 622 4 5 1 0 1 0 0000000 19
## 623 1 1 2 0 2 0 0000000 99
## 624 1 1 2 0 2 0 0000000 99
## 625 4 1 1 0 1 0 0000000 99
## 626 4 1 1 0 1 0 0000000 99
## 627 1 3 1 0 1 0 0000000 22
## 628 1 3 1 0 1 0 0000000 22
## 629 1 3 1 0 1 0 0000000 22
## 630 1 3 1 0 1 0 0000000 22
## 631 4 1 1 0 1 0 0000000 99
## 632 4 1 1 0 1 0 0000000 99
## 633 4 1 1 0 1 0 0000000 99
## 634 1 1 1 0 1 0 0000000 99
## 635 1 1 1 0 1 0 0000000 99
## 636 1 3 1 0 1 0 0000000 99
## 637 1 3 1 0 1 0 0000000 99
## 638 1 3 1 0 1 0 0000000 99
## 639 4 1 1 0 1 0 0000000 99
## 640 1 1 1 0 1 0 0000000 17
## 641 1 1 1 0 1 0 0000000 17
## 642 1 1 1 0 1 0 0000000 17
## 643 1 1 1 0 1 0 0000000 17
## 644 1 1 1 0 1 0 0000000 17
## 645 4 4 1 0 1 0 0000000 99
## 646 3 1 1 0 1 0 0000000 99
## 647 1 1 1 0 1 0 0000000 7
## 648 1 1 1 0 1 0 0000000 7
## 649 1 1 1 0 1 0 0000000 7
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## 654 1 1 1 0 1 0 0000000 21
## 655 1 1 1 0 1 0 0000000 21
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## 658 4 1 1 0 1 0 0000000 14
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## 660 1 1 1 0 1 0 0000000 15
## 661 1 1 1 0 1 0 0000000 15
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## 664 4 2 2 0 2 0 0000000 99
## 665 4 2 2 0 2 0 0000000 99
## 666 1 1 1 0 1 0 0000000 18
## 667 1 1 1 0 1 0 0000000 18
## 668 1 1 1 0 1 0 0000000 18
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## 671 1 1 1 0 1 0 0000000 99
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## 686 1 1 2 0 2 0 0000000 15
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## 694 1 1 1 0 1 0 0000000 9
## 695 1 1 1 0 1 0 0000000 9
## 696 1 1 1 0 1 0 0000000 9
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## 698 1 2 2 0 2 0 0000000 99
## 699 1 2 2 0 2 0 0000000 99
## 700 1 2 2 0 2 0 0000000 99
## 701 1 2 2 0 2 0 0000000 99
## 702 1 1 10 0 10 0 0000000 99
## 703 1 1 10 0 10 0 0000000 99
## 704 1 1 10 0 10 0 0000000 99
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## 710 1 1 1 0 1 0 0000000 99
## 711 1 1 1 0 1 0 0000000 99
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## 720 1 1 10 0 10 0 0000000 99
## 721 1 1 10 0 10 0 0000000 99
## 722 1 1 1 0 1 0 0000000 16
## 723 1 2 2 0 2 0 0000000 5
## 724 1 2 2 0 2 0 0000000 5
## 725 1 1 10 0 10 0 0000000 99
## 726 1 2 1 0 1 0 0000000 0
## 727 1 2 1 0 1 0 0000000 0
## 728 1 2 1 0 1 0 0000000 0
## 729 1 2 1 0 1 0 0000000 0
## 730 1 1 10 0 10 0 0000000 17
## 731 1 1 10 0 10 0 0000000 17
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## 737 1 1 10 0 10 0 0000000 19
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## 745 1 2 10 0 10 0 0000000 99
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## 748 4 1 10 0 10 0 0000000 99
## 749 5 9 1 0 1 0 0000000 88
## 750 1 2 1 0 1 0 0000000 99
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## 752 1 1 10 0 10 0 0000000 7
## 753 1 1 10 0 10 0 0000000 7
## 754 1 1 1 0 1 0 0000000 14
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## 756 1 1 1 0 1 0 0000000 14
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## 783 1 1 1 0 1 0 0000000 99
## 784 1 1 1 0 1 0 0000000 99
## 785 1 1 1 0 1 0 0000000 99
## 786 1 6 1 0 1 0 0000000 99
## 787 1 6 1 0 1 0 0000000 99
## 788 4 1 10 0 10 0 0000000 99
## 789 4 2 10 0 10 0 0000000 20
## 790 4 2 10 0 10 0 0000000 20
## 791 1 2 10 0 10 0 0000000 99
## 792 1 2 10 0 10 0 0000000 99
## 793 1 2 10 0 10 0 0000000 99
## 794 3 2 1 0 1 0 0000000 21
## 795 1 1 2 0 2 0 0000000 15
## 796 1 1 2 0 2 0 0000000 15
## 797 1 1 2 0 2 0 0000000 15
## 798 1 1 2 0 2 0 0000000 15
## 799 1 1 2 0 2 0 0000000 15
## 800 1 1 2 0 2 0 0000000 15
## 801 1 1 2 0 2 0 0000000 15
## 802 4 2 10 0 10 0 0000000 99
## 803 1 5 1 0 1 0 0000000 20
## 804 4 1 1 0 1 0 0000000 99
## 805 1 2 1 0 1 0 0000000 99
## 806 1 2 1 0 1 0 0000000 99
## 807 1 3 10 0 10 0 0000000 99
## 808 1 3 10 0 10 0 0000000 99
## 809 4 2 5 0 5 0 0000000 99
## 810 4 1 1 0 1 0 0000000 10
## 811 1 2 1 0 1 0 0000000 99
## 812 1 2 1 0 1 0 0000000 99
## 813 1 2 1 0 1 0 0000000 99
## 814 4 1 10 0 10 0 0000000 88
## 815 4 1 10 0 10 0 0000000 88
## 816 1 3 10 0 10 0 0000000 21
## 817 1 3 10 0 10 0 0000000 21
## 818 1 3 10 0 10 0 0000000 21
## 819 1 3 10 0 10 0 0000000 21
## 820 1 3 10 0 10 0 0000000 21
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## 825 4 2 10 0 10 0 0000000 0
## 826 1 2 1 0 1 0 0000000 99
## 827 1 2 1 0 1 0 0000000 99
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## 829 1 1 10 0 10 0 0000000 16
## 830 1 1 10 0 10 0 0000000 16
## 831 1 1 10 0 10 0 0000000 16
## 832 1 1 10 0 10 0 0000000 18
## 833 1 1 10 0 10 0 0000000 18
## 834 4 2 2 0 2 0 0000000 99
## 835 1 2 2 0 2 0 0000000 23
## 836 1 2 2 0 2 0 0000000 23
## 837 4 2 10 0 10 0 0000000 88
## 838 4 1 2 0 2 0 0000000 13
## 839 4 2 2 0 2 0 0000000 88
## 840 4 1 1 0 1 0 0000000 16
## 841 1 2 10 0 10 0 0000000 3
## 842 1 2 10 0 10 0 0000000 3
## 843 4 2 1 0 1 0 0000000 2
## 844 4 2 1 0 1 0 0000000 1
## 845 4 2 1 0 1 0 0000000 1
## 846 4 2 1 0 1 0 0000000 1
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## 852 3 2 10 0 10 0 0000000 99
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## 855 3 2 1 0 1 0 0000000 99
## 856 4 2 1 0 1 0 0000000 99
## 857 1 1 1 0 1 0 0000000 14
## 858 1 1 1 0 1 0 0000000 14
## 859 1 1 1 0 1 0 0000000 14
## 860 1 1 1 0 1 0 0000000 14
## 861 1 6 10 0 10 0 0000000 23
## 862 1 6 10 0 10 0 0000000 23
## 863 1 2 10 0 10 0 0000000 18
## 864 1 2 10 0 10 0 0000000 18
## 865 4 1 1 0 1 0 0000000 12
## 866 1 1 1 0 1 0 0000000 14
## 867 1 1 1 0 1 0 0000000 14
## 868 1 1 1 0 1 0 0000000 14
## 869 1 1 1 0 1 0 0000000 14
## 870 1 1 1 0 1 0 0000000 14
## 871 1 1 1 0 1 0 0000000 14
## 872 1 1 1 0 1 0 0000000 14
## 873 1 1 1 0 1 0 0000000 14
## 874 4 1 10 0 10 0 0000000 88
## 875 4 2 1 0 1 0 0000000 88
## 876 4 2 1 0 1 0 0000000 88
## 877 5 1 10 0 10 0 0000000 11
## 878 4 2 1 0 1 0 0000000 99
## 879 4 1 1 0 1 0 0000000 18
## 880 4 1 1 0 1 0 0000000 18
## 881 1 1 1 0 1 0 0000000 17
## 882 1 1 1 0 1 0 0000000 17
## 883 1 1 1 0 1 0 0000000 17
## 884 1 1 1 0 1 0 0000000 14
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## 886 1 1 1 0 1 0 0000000 14
## 887 1 1 1 0 1 0 0000000 14
## 888 4 2 10 0 10 0 0000000 23
## 889 4 2 10 0 10 0 0000000 23
## 890 4 2 10 0 10 0 0000000 23
## 891 1 1 1 0 1 0 0000000 99
## 892 1 1 1 0 1 0 0000000 99
## 893 1 1 1 0 1 0 0000000 99
## 894 1 1 1 0 1 0 0000000 99
## 895 1 1 1 0 1 0 0000000 99
## 896 1 1 1 0 1 0 0000000 99
## 897 1 1 1 0 1 0 0000000 99
## 898 1 1 1 0 1 0 0000000 99
## 899 4 1 10 0 10 0 0000000 9
## 900 4 3 1 0 1 0 0000000 99
## 901 4 3 1 0 1 0 0000000 99
## 902 1 1 1 0 1 0 0000000 99
## 903 1 1 1 0 1 0 0000000 99
## 904 1 1 1 0 1 0 0000000 99
## 905 1 1 1 0 1 0 0000000 99
## 906 1 1 1 0 1 0 0000000 7
## 907 1 1 1 0 1 0 0000000 7
## 908 1 1 1 0 1 0 0000000 7
## 909 1 1 1 0 1 0 0000000 14
## 910 1 1 1 0 1 0 0000000 14
## 911 4 1 2 0 2 0 0000000 99
## 912 4 1 2 0 2 0 0000000 99
## 913 1 2 1 0 1 0 0000000 99
## 914 1 2 1 0 1 0 0000000 99
## 915 1 1 1 0 1 0 0000000 99
## 916 1 1 1 0 1 0 0000000 99
## 917 1 3 1 0 1 0 0000000 20
## 918 1 3 1 0 1 0 0000000 20
## 919 1 3 1 0 1 0 0000000 20
## 920 4 2 10 0 10 0 0000000 1
## 921 4 2 10 0 10 0 0000000 1
## 922 4 2 10 0 10 0 0000000 1
## 923 1 1 10 0 10 0 727813Y 99
## 924 1 1 2 0 2 0 0000000 17
## 925 1 1 2 0 2 0 0000000 17
## 926 1 1 2 0 2 0 0000000 17
## 927 4 1 10 0 10 0 0000000 99
## 928 1 1 1 0 1 0 0000000 15
## 929 1 1 1 0 1 0 0000000 15
## 930 1 1 1 0 1 0 0000000 15
## 931 1 1 1 0 1 0 0000000 15
## 932 1 1 1 0 1 0 0000000 15
## 933 1 1 1 0 1 0 0000000 15
## 934 3 1 1 0 1 0 0000000 99
## NOT_MIN ARR_HOUR ARR_MIN HOSP_HR HOSP_MN CF1 CF2 CF3 FATALS DRUNK_DR VEH_NO
## 1 99 99 99 88 88 0 0 0 1 0 1
## 2 0 15 9 88 88 0 0 0 1 0 1
## 3 99 99 99 88 88 0 0 0 1 0 1
## 4 99 99 99 88 88 0 0 0 1 0 2
## 5 99 99 99 88 88 0 0 0 1 0 3
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## 552 99 5 49 88 88 0 0 0 1 0 0
## 553 50 14 56 15 16 0 0 0 1 0 1
## 554 99 20 7 99 99 0 0 0 1 0 1
## 555 99 20 7 99 99 0 0 0 1 0 1
## 556 99 20 7 99 99 0 0 0 1 0 1
## 557 99 20 7 99 99 0 0 0 1 0 1
## 558 99 20 7 99 99 0 0 0 1 0 1
## 559 99 20 7 99 99 0 0 0 1 0 1
## 560 99 20 7 99 99 0 0 0 1 0 2
## 561 48 21 53 22 40 0 0 0 3 1 1
## 562 48 21 53 22 40 0 0 0 3 1 2
## 563 48 21 53 22 40 0 0 0 3 1 2
## 564 33 22 50 23 37 0 0 0 1 1 1
## 565 33 22 50 23 37 0 0 0 1 1 1
## 566 99 22 14 88 88 0 0 0 1 1 1
## 567 45 21 9 21 56 0 0 0 2 1 1
## 568 45 21 9 21 56 0 0 0 2 1 2
## 569 45 21 9 21 56 0 0 0 2 1 2
## 570 32 17 32 99 99 0 0 0 1 0 1
## 571 32 17 32 99 99 0 0 0 1 0 0
## 572 99 16 43 99 99 0 0 0 1 1 1
## 573 99 16 43 99 99 0 0 0 1 1 2
## 574 99 16 43 99 99 0 0 0 1 1 2
## 575 99 16 9 99 99 0 0 0 1 0 1
## 576 34 14 57 15 40 0 0 0 1 0 1
## 577 34 14 57 15 40 0 0 0 1 0 2
## 578 99 0 30 88 88 19 0 0 1 0 1
## 579 99 0 30 88 88 19 0 0 1 0 0
## 580 34 10 2 10 49 0 0 0 1 0 1
## 581 1 13 15 14 42 0 0 0 1 0 1
## 582 1 13 15 14 42 0 0 0 1 0 1
## 583 1 13 15 14 42 0 0 0 1 0 2
## 584 16 16 21 88 88 26 0 0 1 0 1
## 585 16 16 21 88 88 26 0 0 1 0 2
## 586 8 9 15 99 99 0 0 0 1 0 1
## 587 8 9 15 99 99 0 0 0 1 0 0
## 588 12 16 24 17 15 27 0 0 1 0 1
## 589 12 16 24 17 15 27 0 0 1 0 2
## 590 12 16 24 17 15 27 0 0 1 0 2
## 591 12 16 24 17 15 27 0 0 1 0 2
## 592 12 16 24 17 15 27 0 0 1 0 3
## 593 12 16 24 17 15 27 0 0 1 0 3
## 594 99 99 99 88 88 14 0 0 1 1 1
## 595 99 99 99 88 88 14 0 0 1 1 2
## 596 99 8 26 99 99 0 0 0 1 0 1
## 597 99 8 26 99 99 0 0 0 1 0 1
## 598 99 3 10 88 88 0 0 0 1 1 1
## 599 99 4 3 88 88 0 0 0 1 0 1
## 600 99 4 3 88 88 0 0 0 1 0 2
## 601 99 4 3 88 88 0 0 0 1 0 0
## 602 14 21 16 88 88 0 0 0 2 0 1
## 603 14 21 16 88 88 0 0 0 2 0 1
## 604 14 21 16 88 88 0 0 0 2 0 2
## 605 99 15 52 88 88 0 0 0 1 0 1
## 606 99 0 22 88 88 0 0 0 1 1 1
## 607 99 20 4 88 88 0 0 0 1 0 1
## 608 99 20 4 88 88 0 0 0 1 0 0
## 609 46 22 55 23 24 0 0 0 1 1 1
## 610 46 22 55 23 24 0 0 0 1 1 1
## 611 99 13 42 88 88 0 0 0 1 0 1
## 612 39 18 51 19 48 0 0 0 1 0 1
## 613 39 18 51 19 48 0 0 0 1 0 2
## 614 28 23 54 0 36 0 0 0 1 1 1
## 615 99 18 7 99 99 0 0 0 1 1 1
## 616 99 18 7 99 99 0 0 0 1 1 2
## 617 99 18 7 99 99 0 0 0 1 1 2
## 618 99 18 7 99 99 0 0 0 1 1 3
## 619 99 18 7 99 99 0 0 0 1 1 3
## 620 99 18 7 99 99 0 0 0 1 1 3
## 621 99 18 45 88 88 0 0 0 1 0 1
## 622 27 19 32 88 88 0 0 0 1 0 1
## 623 99 13 50 99 99 0 0 0 1 0 1
## 624 99 13 50 99 99 0 0 0 1 0 2
## 625 99 18 16 99 99 0 0 0 1 0 1
## 626 99 18 16 99 99 0 0 0 1 0 1
## 627 46 23 3 23 25 0 0 0 1 1 1
## 628 46 23 3 23 25 0 0 0 1 1 2
## 629 46 23 3 23 25 0 0 0 1 1 2
## 630 46 23 3 23 25 0 0 0 1 1 2
## 631 99 16 57 88 88 0 0 0 1 0 1
## 632 99 16 57 88 88 0 0 0 1 0 2
## 633 99 16 57 88 88 0 0 0 1 0 2
## 634 99 14 55 88 88 0 0 0 1 0 1
## 635 99 14 55 88 88 0 0 0 1 0 0
## 636 99 22 0 88 88 19 0 0 1 1 1
## 637 99 22 0 88 88 19 0 0 1 1 1
## 638 99 22 0 88 88 19 0 0 1 1 0
## 639 99 99 99 88 88 0 0 0 1 0 1
## 640 36 17 42 18 3 0 0 0 1 0 1
## 641 36 17 42 18 3 0 0 0 1 0 2
## 642 36 17 42 18 3 0 0 0 1 0 2
## 643 36 17 42 18 3 0 0 0 1 0 2
## 644 36 17 42 18 3 0 0 0 1 0 2
## 645 99 8 10 88 88 0 0 0 1 0 1
## 646 99 7 8 88 88 0 0 0 1 1 1
## 647 52 7 58 99 99 19 0 0 1 0 1
## 648 52 7 58 99 99 19 0 0 1 0 0
## 649 52 7 58 99 99 19 0 0 1 0 0
## 650 88 88 88 88 88 0 0 0 2 0 1
## 651 88 88 88 88 88 0 0 0 2 0 1
## 652 3 13 23 14 16 0 0 0 1 0 1
## 653 3 13 23 14 16 0 0 0 1 0 2
## 654 43 21 49 88 88 0 0 0 1 0 1
## 655 43 21 49 88 88 0 0 0 1 0 2
## 656 52 0 1 88 88 0 0 0 2 1 1
## 657 52 0 1 88 88 0 0 0 2 1 1
## 658 1 14 27 14 43 0 0 0 1 0 1
## 659 1 14 27 14 43 0 0 0 1 0 1
## 660 19 15 31 16 20 0 0 0 1 0 1
## 661 19 15 31 16 20 0 0 0 1 0 2
## 662 29 4 35 88 88 0 0 0 1 0 1
## 663 99 22 14 99 99 0 0 0 1 0 1
## 664 99 22 14 99 99 0 0 0 1 0 1
## 665 99 22 14 99 99 0 0 0 1 0 1
## 666 13 18 41 19 0 0 0 0 2 0 1
## 667 13 18 41 19 0 0 0 0 2 0 1
## 668 13 18 41 19 0 0 0 0 2 0 2
## 669 99 10 12 99 99 0 0 0 1 0 1
## 670 99 10 12 99 99 0 0 0 1 0 1
## 671 99 10 12 99 99 0 0 0 1 0 2
## 672 99 10 12 99 99 0 0 0 1 0 2
## 673 99 10 12 99 99 0 0 0 1 0 2
## 674 99 10 12 99 99 0 0 0 1 0 2
## 675 99 10 12 99 99 0 0 0 1 0 2
## 676 99 10 12 99 99 0 0 0 1 0 2
## 677 99 21 30 99 99 0 0 0 1 0 1
## 678 99 21 30 99 99 0 0 0 1 0 2
## 679 99 21 30 99 99 0 0 0 1 0 3
## 680 99 13 15 99 99 0 0 0 1 0 1
## 681 99 13 15 99 99 0 0 0 1 0 2
## 682 18 3 24 4 48 0 0 0 1 0 1
## 683 18 3 24 4 48 0 0 0 1 0 2
## 684 30 14 45 15 21 0 0 0 1 0 1
## 685 30 14 45 15 21 0 0 0 1 0 1
## 686 41 15 42 16 40 0 0 0 1 0 1
## 687 41 15 42 16 40 0 0 0 1 0 2
## 688 99 18 37 88 88 0 0 0 1 0 1
## 689 99 18 37 88 88 0 0 0 1 0 2
## 690 99 20 23 99 99 0 0 0 1 1 1
## 691 99 20 23 99 99 0 0 0 1 1 2
## 692 42 10 1 10 50 0 0 0 3 0 1
## 693 42 10 1 10 50 0 0 0 3 0 1
## 694 42 10 1 10 50 0 0 0 3 0 1
## 695 42 10 1 10 50 0 0 0 3 0 1
## 696 42 10 1 10 50 0 0 0 3 0 2
## 697 45 22 58 99 99 0 0 0 1 0 1
## 698 99 23 24 88 88 0 0 0 1 0 1
## 699 99 23 24 88 88 0 0 0 1 0 2
## 700 99 23 24 88 88 0 0 0 1 0 2
## 701 99 23 24 88 88 0 0 0 1 0 0
## 702 99 17 42 88 88 0 0 0 1 0 1
## 703 99 17 42 88 88 0 0 0 1 0 2
## 704 99 17 42 88 88 0 0 0 1 0 2
## 705 88 88 88 88 88 0 0 0 1 0 1
## 706 12 2 32 99 99 0 0 0 1 1 1
## 707 12 2 32 99 99 0 0 0 1 1 1
## 708 88 88 88 88 88 0 0 0 1 0 1
## 709 99 16 17 99 99 0 0 0 1 1 1
## 710 99 16 17 99 99 0 0 0 1 1 2
## 711 99 16 17 99 99 0 0 0 1 1 2
## 712 99 5 53 88 88 0 0 0 1 1 1
## 713 46 19 50 88 88 0 0 0 1 0 1
## 714 99 22 2 99 99 0 0 0 1 0 1
## 715 99 22 2 99 99 0 0 0 1 0 1
## 716 99 22 2 99 99 0 0 0 1 0 1
## 717 99 22 2 99 99 0 0 0 1 0 0
## 718 4 0 11 0 24 0 0 0 1 0 1
## 719 4 0 11 0 24 0 0 0 1 0 2
## 720 99 12 50 99 99 0 0 0 1 0 1
## 721 99 12 50 99 99 0 0 0 1 0 2
## 722 40 16 47 88 88 0 0 0 1 0 1
## 723 0 5 19 6 7 0 0 0 1 0 1
## 724 0 5 19 6 7 0 0 0 1 0 2
## 725 99 13 43 99 99 0 0 0 1 0 1
## 726 6 0 31 1 7 0 0 0 2 1 1
## 727 6 0 31 1 7 0 0 0 2 1 2
## 728 6 0 31 1 7 0 0 0 2 1 2
## 729 6 0 31 1 7 0 0 0 2 1 2
## 730 35 17 57 18 41 0 0 0 1 0 1
## 731 35 17 57 18 41 0 0 0 1 0 2
## 732 37 16 46 17 5 0 0 0 1 1 1
## 733 37 16 46 17 5 0 0 0 1 1 1
## 734 37 16 46 17 5 0 0 0 1 1 1
## 735 37 16 46 17 5 0 0 0 1 1 1
## 736 37 16 46 17 5 0 0 0 1 1 1
## 737 36 19 43 20 12 20 0 0 1 0 1
## 738 36 19 43 20 12 20 0 0 1 0 1
## 739 36 19 43 20 12 20 0 0 1 0 2
## 740 36 19 43 20 12 20 0 0 1 0 2
## 741 99 1 58 88 88 0 0 0 1 0 1
## 742 32 0 37 1 12 0 0 0 1 0 1
## 743 32 0 37 1 12 0 0 0 1 0 1
## 744 46 13 51 88 88 0 0 0 1 0 1
## 745 99 1 35 88 88 0 0 0 1 0 1
## 746 99 1 35 88 88 0 0 0 1 0 0
## 747 22 12 32 13 30 0 0 0 1 0 1
## 748 99 18 54 88 88 0 0 0 1 1 1
## 749 88 88 88 88 88 0 0 0 1 0 1
## 750 99 23 0 88 88 0 0 0 1 0 1
## 751 99 23 0 88 88 0 0 0 1 0 0
## 752 15 7 26 88 88 0 0 0 2 0 1
## 753 15 7 26 88 88 0 0 0 2 0 2
## 754 42 14 45 99 99 15 0 0 1 0 1
## 755 42 14 45 99 99 15 0 0 1 0 1
## 756 42 14 45 99 99 15 0 0 1 0 1
## 757 42 14 45 99 99 15 0 0 1 0 2
## 758 42 14 45 99 99 15 0 0 1 0 2
## 759 42 14 45 99 99 15 0 0 1 0 3
## 760 42 14 45 99 99 15 0 0 1 0 0
## 761 99 7 50 99 99 0 0 0 1 0 1
## 762 99 7 50 99 99 0 0 0 1 0 1
## 763 50 16 54 17 15 0 0 0 1 0 1
## 764 50 16 54 17 15 0 0 0 1 0 2
## 765 50 16 54 17 15 0 0 0 1 0 0
## 766 99 14 50 88 88 0 0 0 1 0 1
## 767 99 14 50 88 88 0 0 0 1 0 2
## 768 54 16 25 17 4 0 0 0 2 0 1
## 769 54 16 25 17 4 0 0 0 2 0 1
## 770 54 16 25 17 4 0 0 0 2 0 2
## 771 54 16 25 17 4 0 0 0 2 0 2
## 772 54 16 25 17 4 0 0 0 2 0 2
## 773 54 16 25 17 4 0 0 0 2 0 2
## 774 6 9 11 88 88 0 0 0 1 0 1
## 775 6 9 11 88 88 0 0 0 1 0 2
## 776 6 9 11 88 88 0 0 0 1 0 2
## 777 99 15 12 99 99 0 0 0 2 0 1
## 778 99 15 12 99 99 0 0 0 2 0 1
## 779 99 15 12 99 99 0 0 0 2 0 1
## 780 99 15 12 99 99 0 0 0 2 0 2
## 781 99 15 12 99 99 0 0 0 2 0 2
## 782 99 15 12 99 99 0 0 0 2 0 3
## 783 99 15 12 99 99 0 0 0 2 0 3
## 784 99 15 12 99 99 0 0 0 2 0 3
## 785 99 15 12 99 99 0 0 0 2 0 4
## 786 99 20 14 99 99 0 0 0 1 1 1
## 787 99 20 14 99 99 0 0 0 1 1 2
## 788 99 16 5 88 88 0 0 0 1 1 1
## 789 21 20 26 99 99 0 0 0 1 1 1
## 790 21 20 26 99 99 0 0 0 1 1 1
## 791 99 23 50 99 99 0 0 0 1 0 1
## 792 99 23 50 99 99 0 0 0 1 0 1
## 793 99 23 50 99 99 0 0 0 1 0 2
## 794 23 21 29 88 88 0 0 0 1 0 1
## 795 10 15 20 16 18 0 0 0 2 0 1
## 796 10 15 20 16 18 0 0 0 2 0 2
## 797 10 15 20 16 18 0 0 0 2 0 2
## 798 10 15 20 16 18 0 0 0 2 0 2
## 799 10 15 20 16 18 0 0 0 2 0 3
## 800 10 15 20 16 18 0 0 0 2 0 3
## 801 10 15 20 16 18 0 0 0 2 0 3
## 802 99 0 18 88 88 0 0 0 1 0 1
## 803 29 20 37 20 45 0 0 0 1 0 1
## 804 99 17 7 88 88 0 0 0 1 0 1
## 805 99 21 40 88 88 0 0 0 1 0 1
## 806 99 21 40 88 88 0 0 0 1 0 0
## 807 99 22 14 99 99 0 0 0 1 0 1
## 808 99 22 14 99 99 0 0 0 1 0 0
## 809 99 6 55 88 88 0 0 0 1 0 1
## 810 45 10 58 11 53 0 0 0 1 0 1
## 811 99 1 40 99 99 0 0 0 1 1 1
## 812 99 1 40 99 99 0 0 0 1 1 2
## 813 99 1 40 99 99 0 0 0 1 1 2
## 814 88 88 88 88 88 0 0 0 2 0 1
## 815 88 88 88 88 88 0 0 0 2 0 1
## 816 6 21 12 88 88 0 0 0 1 0 1
## 817 6 21 12 88 88 0 0 0 1 0 1
## 818 6 21 12 88 88 0 0 0 1 0 1
## 819 6 21 12 88 88 0 0 0 1 0 1
## 820 6 21 12 88 88 0 0 0 1 0 2
## 821 6 21 12 88 88 0 0 0 1 0 0
## 822 99 16 35 99 99 0 0 0 1 0 1
## 823 99 16 35 99 99 0 0 0 1 0 0
## 824 99 18 45 88 88 0 0 0 1 0 1
## 825 58 1 17 88 88 0 0 0 1 0 1
## 826 99 0 17 99 99 0 0 0 1 1 1
## 827 99 0 17 99 99 0 0 0 1 1 2
## 828 99 6 33 88 88 0 0 0 1 0 1
## 829 32 16 52 17 23 0 0 0 1 0 1
## 830 32 16 52 17 23 0 0 0 1 0 1
## 831 32 16 52 17 23 0 0 0 1 0 2
## 832 2 18 5 18 18 0 0 0 1 0 1
## 833 2 18 5 18 18 0 0 0 1 0 0
## 834 99 23 35 88 88 0 0 0 1 1 1
## 835 28 23 33 23 48 0 0 0 1 0 1
## 836 28 23 33 23 48 0 0 0 1 0 2
## 837 88 88 88 88 88 0 0 0 1 1 1
## 838 19 13 43 88 88 0 0 0 1 0 1
## 839 88 88 88 88 88 0 0 0 1 1 1
## 840 48 16 57 88 88 0 0 0 1 0 1
## 841 55 4 2 88 88 0 0 0 1 0 1
## 842 55 4 2 88 88 0 0 0 1 0 0
## 843 37 2 43 88 88 0 0 0 1 1 1
## 844 29 1 52 99 99 0 0 0 1 0 1
## 845 29 1 52 99 99 0 0 0 1 0 1
## 846 29 1 52 99 99 0 0 0 1 0 1
## 847 29 1 52 99 99 0 0 0 1 0 1
## 848 50 15 0 99 99 0 0 0 2 0 1
## 849 50 15 0 99 99 0 0 0 2 0 1
## 850 50 15 0 99 99 0 0 0 2 0 1
## 851 18 16 23 99 99 0 0 0 1 0 1
## 852 99 5 57 99 99 0 0 0 1 0 1
## 853 99 5 57 99 99 0 0 0 1 0 2
## 854 99 5 57 99 99 0 0 0 1 0 2
## 855 99 5 10 99 99 0 0 0 1 0 1
## 856 99 21 30 88 88 0 0 0 1 1 1
## 857 16 14 23 15 23 0 0 0 1 0 1
## 858 16 14 23 15 23 0 0 0 1 0 1
## 859 16 14 23 15 23 0 0 0 1 0 2
## 860 16 14 23 15 23 0 0 0 1 0 2
## 861 42 23 54 0 25 0 0 0 1 1 1
## 862 42 23 54 0 25 0 0 0 1 1 2
## 863 24 18 56 19 54 0 0 0 1 0 1
## 864 24 18 56 19 54 0 0 0 1 0 2
## 865 25 12 46 13 14 0 0 0 1 0 1
## 866 41 14 53 15 35 0 0 0 1 0 1
## 867 41 14 53 15 35 0 0 0 1 0 1
## 868 41 14 53 15 35 0 0 0 1 0 2
## 869 41 14 53 15 35 0 0 0 1 0 3
## 870 41 14 53 15 35 0 0 0 1 0 3
## 871 41 14 53 15 35 0 0 0 1 0 3
## 872 41 14 53 15 35 0 0 0 1 0 3
## 873 41 14 53 15 35 0 0 0 1 0 3
## 874 88 88 88 88 88 0 0 0 1 0 1
## 875 88 88 88 88 88 0 0 0 1 1 1
## 876 88 88 88 88 88 0 0 0 1 1 1
## 877 12 11 20 12 0 0 0 0 1 0 1
## 878 99 4 30 88 88 0 0 0 1 1 1
## 879 32 18 56 19 47 0 0 0 1 0 1
## 880 32 18 56 19 47 0 0 0 1 0 1
## 881 0 17 1 17 48 14 0 0 1 0 1
## 882 0 17 1 17 48 14 0 0 1 0 2
## 883 0 17 1 17 48 14 0 0 1 0 3
## 884 51 15 8 15 36 0 0 0 1 0 1
## 885 51 15 8 15 36 0 0 0 1 0 1
## 886 51 15 8 15 36 0 0 0 1 0 1
## 887 51 15 8 15 36 0 0 0 1 0 1
## 888 6 23 20 23 52 0 0 0 1 0 1
## 889 6 23 20 23 52 0 0 0 1 0 1
## 890 6 23 20 23 52 0 0 0 1 0 1
## 891 99 17 35 99 99 0 0 0 1 0 1
## 892 99 17 35 99 99 0 0 0 1 0 2
## 893 99 17 35 99 99 0 0 0 1 0 2
## 894 99 17 35 99 99 0 0 0 1 0 2
## 895 99 17 35 99 99 0 0 0 1 0 2
## 896 99 17 35 99 99 0 0 0 1 0 3
## 897 99 17 35 99 99 0 0 0 1 0 3
## 898 99 17 35 99 99 0 0 0 1 0 3
## 899 35 9 58 88 88 0 0 0 1 0 1
## 900 99 23 9 88 88 20 0 0 2 1 1
## 901 99 23 9 88 88 20 0 0 2 1 1
## 902 99 19 7 99 99 0 0 0 1 1 1
## 903 99 19 7 99 99 0 0 0 1 1 2
## 904 99 19 7 99 99 0 0 0 1 1 2
## 905 99 13 10 88 88 0 0 0 1 0 1
## 906 44 8 4 8 41 0 0 0 1 0 1
## 907 44 8 4 8 41 0 0 0 1 0 2
## 908 44 8 4 8 41 0 0 0 1 0 2
## 909 44 14 49 99 99 0 0 0 1 0 1
## 910 44 14 49 99 99 0 0 0 1 0 2
## 911 99 12 5 99 99 0 0 0 1 0 1
## 912 99 12 5 99 99 0 0 0 1 0 1
## 913 99 22 43 99 99 0 0 0 1 0 1
## 914 99 22 43 99 99 0 0 0 1 0 0
## 915 99 17 38 88 88 0 0 0 1 0 1
## 916 99 17 38 88 88 0 0 0 1 0 2
## 917 56 21 0 99 99 0 0 0 1 0 1
## 918 56 21 0 99 99 0 0 0 1 0 2
## 919 56 21 0 99 99 0 0 0 1 0 2
## 920 36 2 20 3 5 0 0 0 1 0 1
## 921 36 2 20 3 5 0 0 0 1 0 1
## 922 36 2 20 3 5 0 0 0 1 0 1
## 923 99 15 15 88 88 0 0 0 1 0 1
## 924 54 18 21 19 21 0 0 0 1 0 1
## 925 54 18 21 19 21 0 0 0 1 0 2
## 926 54 18 21 19 21 0 0 0 1 0 2
## 927 99 19 12 88 88 0 0 0 1 1 1
## 928 0 15 6 15 54 0 0 0 1 0 1
## 929 0 15 6 15 54 0 0 0 1 0 1
## 930 0 15 6 15 54 0 0 0 1 0 2
## 931 0 15 6 15 54 0 0 0 1 0 2
## 932 0 15 6 15 54 0 0 0 1 0 2
## 933 0 15 6 15 54 0 0 0 1 0 2
## 934 99 7 20 88 88 0 0 0 1 0 1
## PER_NO STR_VEH MAKE MAK_MOD BODY_TYP MOD_YEAR TOW_VEH SPEC_USE EMER_USE
## 1 1 0 20 20421 15 2004 1 0 0
## 2 1 0 37 37402 14 2005 0 0 0
## 3 1 0 82 82881 66 2007 1 0 0
## 4 1 0 2 2404 14 2003 0 0 0
## 5 1 0 84 84884 66 2015 1 0 0
## 6 1 0 30 30046 4 2014 0 0 0
## 7 1 0 12 12471 34 2010 0 0 0
## 8 2 0 12 12471 34 2010 0 0 0
## 9 1 0 49 49032 4 1997 0 0 0
## 10 1 0 14 14017 4 2002 0 0 0
## 11 2 0 14 14017 4 2002 0 0 0
## 12 3 0 14 14017 4 2002 0 0 0
## 13 1 0 55 55033 4 2015 0 0 0
## 14 1 0 99 99999 99 9999 0 0 0
## 15 1 0 20 20002 4 2002 0 0 0
## 16 1 0 49 49422 15 2006 0 0 0
## 17 1 0 20 20481 34 2011 0 0 0
## 18 1 1 NA NA NA NA NA NA NA
## 19 1 0 19 19022 4 2008 0 0 0
## 20 1 0 7 7024 4 2008 0 0 0
## 21 1 0 55 55401 14 2007 0 0 0
## 22 1 0 84 84884 66 2015 1 0 0
## 23 1 0 35 35050 4 2009 0 0 0
## 24 2 0 35 35050 4 2009 0 0 0
## 25 3 0 35 35050 4 2009 0 0 0
## 26 4 0 35 35050 4 2009 0 0 0
## 27 1 0 12 12401 14 1997 0 0 0
## 28 1 0 20 20481 34 1993 0 0 0
## 29 1 0 62 62401 14 2003 0 0 0
## 30 1 0 20 20481 34 2016 0 0 0
## 31 1 0 20 20482 34 2002 0 0 0
## 32 1 0 2 2404 14 1998 0 0 0
## 33 1 0 30 30040 4 2011 0 0 0
## 34 1 0 20 20002 4 2007 0 0 0
## 35 2 0 20 20002 4 2007 0 0 0
## 36 1 0 63 63037 6 2011 0 0 0
## 37 1 0 63 63034 4 2004 0 0 0
## 38 2 0 63 63034 4 2004 0 0 0
## 39 3 0 63 63034 4 2004 0 0 0
## 40 1 0 6 6054 6 2004 0 0 0
## 41 2 0 6 6054 6 2004 0 0 0
## 42 1 0 12 12481 34 2002 0 0 0
## 43 1 0 49 49422 15 2002 0 0 0
## 44 1 0 12 12017 4 2013 0 0 0
## 45 1 0 12 12022 6 2005 0 0 0
## 46 1 0 22 22020 4 2006 0 0 0
## 47 1 0 35 35047 4 2016 0 0 0
## 48 1 0 20 20002 4 2004 0 0 0
## 49 1 0 84 84884 64 2002 0 0 0
## 50 1 0 12 12471 34 2002 0 0 0
## 51 1 0 21 21021 4 2000 0 0 0
## 52 2 0 21 21021 4 2000 0 0 0
## 53 1 0 35 35043 4 2006 0 0 0
## 54 1 0 23 23481 34 2004 0 0 0
## 55 1 0 20 20037 4 2003 0 0 0
## 56 2 0 20 20037 4 2003 0 0 0
## 57 1 1 NA NA NA NA NA NA NA
## 58 1 0 18 18020 4 2000 0 0 0
## 59 1 0 37 37705 80 2006 0 0 0
## 60 1 0 20 20423 15 2016 0 0 0
## 61 1 0 87 87881 66 2009 1 0 0
## 62 1 0 12 12481 34 2008 0 0 0
## 63 1 0 20 20037 4 2015 0 0 0
## 64 1 0 49 49040 4 2006 0 0 0
## 65 1 0 72 72706 80 2016 0 0 0
## 66 1 0 37 37032 4 2009 0 0 0
## 67 2 0 37 37032 4 2009 0 0 0
## 68 1 0 20 20009 2 2015 0 0 0
## 69 1 0 37 37031 2 1994 0 0 0
## 70 2 0 37 37031 2 1994 0 0 0
## 71 3 0 37 37031 2 1994 0 0 0
## 72 1 0 7 7442 20 2000 0 0 0
## 73 1 0 49 49038 2 1997 0 0 0
## 74 1 0 2 2403 14 2012 0 0 0
## 75 1 0 37 37402 14 1998 0 0 0
## 76 1 0 82 82881 66 2008 0 0 0
## 77 1 0 53 53706 80 2006 0 0 0
## 78 1 0 23 23481 34 2001 0 0 0
## 79 2 0 23 23481 34 2001 0 0 0
## 80 1 1 NA NA NA NA NA NA NA
## 81 1 0 12 12023 4 2012 0 0 0
## 82 2 0 12 12023 4 2012 0 0 0
## 83 1 0 37 37031 4 1989 0 0 0
## 84 2 0 37 37031 4 1989 0 0 0
## 85 3 0 37 37031 4 1989 0 0 0
## 86 1 0 12 12401 14 2004 0 0 0
## 87 1 0 73 73739 90 2007 0 0 0
## 88 2 0 73 73739 90 2007 0 0 0
## 89 1 0 53 53739 90 2014 0 0 0
## 90 2 0 53 53739 90 2014 0 0 0
## 91 1 0 49 49040 4 2009 0 0 0
## 92 1 0 63 63033 4 2003 0 0 0
## 93 1 0 6 6018 4 2015 0 0 0
## 94 2 0 6 6018 4 2015 0 0 0
## 95 1 1 NA NA NA NA NA NA NA
## 96 1 0 20 20002 4 2003 0 0 0
## 97 2 0 20 20002 4 2003 0 0 0
## 98 3 0 20 20002 4 2003 0 0 0
## 99 4 0 20 20002 4 2003 0 0 0
## 100 1 0 35 35047 4 1995 0 0 0
## 101 1 0 35 35039 4 1997 0 0 0
## 102 1 0 37 37031 4 2017 0 0 0
## 103 1 0 54 54044 4 2015 0 0 0
## 104 2 0 54 54044 4 2015 0 0 0
## 105 3 0 54 54044 4 2015 0 0 0
## 106 1 0 49 49472 34 2006 0 0 0
## 107 1 0 12 12003 2 2005 0 0 0
## 108 1 0 13 13012 4 2001 0 0 0
## 109 1 0 49 49422 15 2008 0 0 0
## 110 2 0 49 49422 15 2008 0 0 0
## 111 1 1 NA NA NA NA NA NA NA
## 112 1 0 12 12481 34 1997 0 0 0
## 113 1 0 23 23481 34 2007 0 0 0
## 114 1 0 2 2404 14 2005 0 0 0
## 115 1 0 20 20461 21 2015 0 0 0
## 116 2 0 20 20461 21 2015 0 0 0
## 117 3 0 20 20461 21 2015 0 0 0
## 118 1 0 12 12402 14 2002 0 0 0
## 119 1 0 59 59035 4 2003 0 0 0
## 120 1 0 12 12017 4 2010 0 0 0
## 121 2 0 12 12017 4 2010 0 0 0
## 122 3 0 12 12017 4 2010 0 0 0
## 123 4 0 12 12017 4 2010 0 0 0
## 124 1 0 63 63034 4 2016 0 0 0
## 125 1 0 20 20023 6 2008 0 0 0
## 126 1 0 20 20002 4 2003 0 0 0
## 127 1 0 20 20481 34 2002 0 0 0
## 128 2 0 20 20481 34 2002 0 0 0
## 129 1 0 49 49046 5 2009 0 0 0
## 130 1 0 6 6043 4 2008 0 0 0
## 131 1 0 20 20481 34 1990 0 0 0
## 132 2 0 20 20481 34 1990 0 0 0
## 133 1 0 20 20401 14 2002 0 0 0
## 134 2 0 20 20401 14 2002 0 0 0
## 135 1 0 23 23461 21 1991 0 0 0
## 136 1 0 12 12037 4 2011 0 0 0
## 137 1 1 NA NA NA NA NA NA NA
## 138 1 0 99 99999 99 9999 0 0 0
## 139 1 1 NA NA NA NA NA NA NA
## 140 1 0 12 12003 2 2007 0 0 0
## 141 1 0 20 20037 4 2006 0 0 0
## 142 1 0 20 20481 34 1998 0 0 0
## 143 2 0 20 20481 34 1998 0 0 0
## 144 1 0 52 52401 14 2001 0 0 0
## 145 2 0 52 52401 14 2001 0 0 0
## 146 3 0 52 52401 14 2001 0 0 0
## 147 1 0 20 20401 14 2000 0 0 0
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## 730 0 8 0 0 0 9 9 2
## 731 0 1 0 0 0 0 9 0
## 732 0 20 0 0 0 1 2 2
## 733 0 20 0 0 0 8 9 0
## 734 0 20 0 0 0 8 9 0
## 735 0 20 0 0 0 8 9 0
## 736 0 20 0 0 0 8 9 2
## 737 0 8 0 0 0 0 9 0
## 738 0 8 0 0 0 8 9 0
## 739 0 8 0 0 0 0 9 0
## 740 0 8 0 0 0 8 9 0
## 741 0 20 8 0 0 9 9 0
## 742 0 1 0 0 0 9 9 2
## 743 0 1 0 0 0 8 9 2
## 744 0 8 2 3 0 0 9 0
## 745 0 20 0 0 0 0 9 2
## 746 8 97 8 0 0 1 9 2
## 747 0 20 0 0 0 9 9 0
## 748 0 20 0 0 0 0 9 2
## 749 0 1 0 0 0 9 9 0
## 750 0 99 0 0 0 9 9 0
## 751 8 97 8 0 0 1 9 2
## 752 0 8 0 0 0 8 9 2
## 753 0 20 0 0 0 8 9 2
## 754 0 1 0 0 0 9 9 2
## 755 0 20 1 9 0 8 9 0
## 756 0 20 1 9 0 8 9 2
## 757 0 1 0 0 0 0 9 0
## 758 0 1 0 0 0 8 9 0
## 759 0 20 0 0 0 8 9 0
## 760 8 97 8 0 0 0 9 0
## 761 0 1 1 9 0 0 9 2
## 762 0 1 0 0 1 8 9 0
## 763 0 20 0 0 0 9 9 2
## 764 0 20 0 0 0 0 9 0
## 765 8 97 8 0 0 0 9 0
## 766 0 8 0 0 0 0 9 2
## 767 0 20 0 0 0 0 9 0
## 768 0 20 0 0 0 0 9 0
## 769 0 1 0 0 0 8 9 0
## 770 0 1 0 0 0 0 9 0
## 771 0 1 0 0 0 8 9 0
## 772 0 20 0 0 0 8 9 0
## 773 0 20 0 0 0 8 9 0
## 774 1 20 0 0 0 9 9 0
## 775 0 8 0 0 0 0 9 0
## 776 0 20 0 0 0 8 9 0
## 777 0 20 0 0 0 9 9 2
## 778 0 20 0 0 0 8 9 0
## 779 0 20 0 0 0 8 9 0
## 780 0 20 0 0 0 0 9 0
## 781 0 20 0 0 0 8 9 0
## 782 0 1 0 0 0 0 9 0
## 783 0 1 0 0 0 8 9 0
## 784 0 20 0 0 0 8 9 0
## 785 0 20 0 0 0 0 9 0
## 786 0 20 8 0 0 1 9 2
## 787 0 20 0 0 0 0 9 2
## 788 0 20 1 9 0 0 9 2
## 789 0 1 0 0 0 1 9 2
## 790 0 1 2 9 0 8 9 0
## 791 0 20 1 9 0 9 9 0
## 792 0 20 1 9 0 9 9 0
## 793 0 20 0 0 0 0 9 0
## 794 0 8 1 9 0 9 9 0
## 795 0 20 0 0 0 0 9 2
## 796 0 1 0 0 0 0 9 0
## 797 0 1 0 0 0 8 9 2
## 798 0 20 0 0 0 8 9 0
## 799 0 20 0 0 0 0 9 0
## 800 0 20 0 0 0 8 9 0
## 801 0 20 0 0 0 8 9 0
## 802 0 1 0 0 0 9 9 0
## 803 0 20 1 8 0 0 9 2
## 804 0 20 0 0 0 0 9 2
## 805 0 20 0 0 0 0 9 0
## 806 8 97 8 0 0 9 9 2
## 807 0 20 0 0 0 0 9 0
## 808 8 97 8 0 0 1 9 2
## 809 0 1 0 0 0 0 9 0
## 810 0 20 0 0 0 0 9 0
## 811 0 8 0 0 0 9 9 2
## 812 0 8 0 0 0 0 9 0
## 813 0 8 0 0 0 8 9 0
## 814 0 8 0 0 0 9 9 0
## 815 0 8 0 0 0 8 9 0
## 816 0 20 0 0 0 0 9 0
## 817 0 20 0 0 0 8 9 0
## 818 0 20 0 0 0 8 9 0
## 819 0 20 0 0 0 8 9 0
## 820 0 20 0 0 0 0 9 0
## 821 8 97 8 0 0 9 9 2
## 822 0 20 0 0 0 0 9 0
## 823 8 97 8 0 0 0 9 0
## 824 0 1 1 9 0 0 9 2
## 825 0 1 0 0 0 0 9 2
## 826 0 1 0 0 0 9 9 2
## 827 0 20 0 0 0 0 9 2
## 828 0 1 0 0 0 0 9 2
## 829 0 8 0 0 0 0 9 2
## 830 0 8 0 0 0 8 9 2
## 831 0 8 0 0 0 0 9 2
## 832 0 20 0 0 0 0 9 0
## 833 8 97 8 0 0 0 9 0
## 834 0 1 1 9 0 1 5 2
## 835 0 1 0 0 0 0 9 0
## 836 0 1 0 0 0 0 9 0
## 837 0 2 2 9 0 9 9 2
## 838 0 1 0 0 0 0 9 2
## 839 0 1 1 9 0 0 9 2
## 840 0 20 8 0 0 0 9 2
## 841 0 20 0 0 0 0 9 0
## 842 8 97 8 0 0 9 9 2
## 843 0 1 1 9 0 1 9 2
## 844 0 8 0 0 0 0 9 2
## 845 0 8 0 0 0 8 9 2
## 846 0 20 0 0 0 8 9 0
## 847 0 20 0 0 0 8 9 0
## 848 0 20 0 0 0 9 9 2
## 849 0 20 2 2 0 8 9 2
## 850 0 20 1 9 0 8 9 2
## 851 0 3 0 0 0 0 9 0
## 852 0 20 0 0 0 0 9 2
## 853 0 20 0 0 0 0 9 2
## 854 0 20 0 0 0 8 9 0
## 855 0 20 0 0 0 9 9 2
## 856 0 1 0 0 0 9 9 2
## 857 0 20 0 0 0 0 9 2
## 858 0 20 0 0 0 8 9 0
## 859 0 1 0 0 0 0 9 0
## 860 0 1 0 0 0 8 9 0
## 861 0 20 0 0 0 9 9 2
## 862 0 20 0 0 0 0 9 0
## 863 0 20 0 0 0 9 9 2
## 864 0 20 0 0 1 0 9 2
## 865 0 20 8 0 0 0 9 0
## 866 0 20 1 9 0 9 9 0
## 867 0 20 1 9 0 8 9 0
## 868 0 20 0 0 0 0 9 0
## 869 0 1 0 0 0 0 9 2
## 870 0 1 0 0 0 8 9 0
## 871 0 20 0 0 0 8 9 0
## 872 0 20 0 0 0 8 9 0
## 873 0 20 0 0 0 8 9 0
## 874 0 20 0 0 0 0 9 2
## 875 0 20 0 0 0 1 9 2
## 876 0 20 0 0 0 8 9 0
## 877 0 20 0 0 0 0 9 0
## 878 0 1 0 0 0 1 9 2
## 879 0 20 0 0 0 0 9 0
## 880 0 20 0 0 0 8 9 0
## 881 0 99 1 9 0 0 9 2
## 882 0 1 0 0 0 0 9 0
## 883 0 20 0 0 0 0 9 0
## 884 0 1 0 0 0 0 9 0
## 885 0 1 1 9 0 8 9 2
## 886 0 20 0 0 0 8 9 0
## 887 1 20 0 0 0 8 9 0
## 888 0 8 1 9 0 0 9 0
## 889 0 8 0 0 0 8 9 0
## 890 0 20 0 0 0 8 9 0
## 891 0 1 0 0 0 0 9 0
## 892 0 20 0 0 0 0 9 0
## 893 0 20 0 0 0 8 9 0
## 894 0 20 0 0 0 8 9 0
## 895 0 20 0 0 0 8 9 0
## 896 0 1 0 0 0 0 9 0
## 897 0 1 0 0 0 8 9 0
## 898 0 20 0 0 0 8 9 0
## 899 0 1 1 6 0 9 9 2
## 900 0 8 1 9 0 9 9 2
## 901 0 8 1 9 0 8 9 2
## 902 0 20 0 0 1 1 5 2
## 903 0 1 0 0 0 0 9 0
## 904 0 20 0 0 0 8 9 0
## 905 0 20 8 0 0 0 9 2
## 906 0 1 0 0 0 0 9 0
## 907 0 1 0 0 0 0 9 0
## 908 0 1 0 0 0 8 9 0
## 909 0 1 0 0 0 0 9 0
## 910 0 20 0 0 0 0 9 0
## 911 0 1 0 0 1 0 9 0
## 912 0 1 0 0 1 8 9 0
## 913 0 20 0 0 0 9 9 2
## 914 8 97 8 0 0 0 9 0
## 915 0 20 8 0 0 0 9 0
## 916 0 20 0 0 0 0 9 0
## 917 0 20 8 0 0 8 9 0
## 918 0 20 0 0 0 0 9 2
## 919 0 20 0 0 0 8 9 0
## 920 0 1 0 0 0 9 9 2
## 921 0 20 1 9 0 8 9 0
## 922 0 20 0 0 0 8 9 0
## 923 0 20 0 0 0 9 9 2
## 924 0 20 0 0 0 8 9 2
## 925 0 1 0 0 0 8 9 2
## 926 0 1 0 0 0 8 9 0
## 927 0 2 2 9 0 1 9 2
## 928 0 8 0 0 0 0 9 2
## 929 0 8 0 0 0 8 9 0
## 930 0 20 0 0 0 0 9 2
## 931 0 20 0 0 0 8 9 0
## 932 0 20 0 0 0 8 9 0
## 933 0 20 0 0 0 8 9 0
## 934 0 1 0 0 0 9 9 0
## ATST_TYP ALC_RES DRUGS DRUG_DET DSTATUS DRUGTST1 DRUGTST2 DRUGTST3 DRUGRES1
## 1 0 996 0 8 0 0 0 0 0
## 2 1 0 9 8 2 1 1 1 605
## 3 10 0 0 8 0 0 0 0 0
## 4 1 0 0 8 2 1 0 0 1
## 5 0 996 0 8 0 0 0 0 0
## 6 0 996 9 8 0 0 0 0 0
## 7 0 996 0 8 0 0 0 0 0
## 8 0 996 8 8 0 0 0 0 0
## 9 0 996 0 8 0 0 0 0 0
## 10 0 996 0 8 0 0 0 0 0
## 11 0 996 8 8 0 0 0 0 0
## 12 0 996 8 8 0 0 0 0 0
## 13 0 996 0 8 0 0 0 0 0
## 14 0 996 0 8 0 0 0 0 0
## 15 0 996 0 8 0 0 0 0 0
## 16 1 0 9 8 2 1 1 0 605
## 17 0 996 0 8 0 0 0 0 0
## 18 0 996 9 8 0 0 0 0 0
## 19 1 0 9 8 2 1 0 0 996
## 20 0 996 0 8 0 0 0 0 0
## 21 1 0 0 8 2 1 0 0 401
## 22 1 0 0 8 2 1 0 0 1
## 23 1 0 9 8 2 1 0 0 1
## 24 0 996 8 8 0 0 0 0 0
## 25 0 996 8 8 0 0 0 0 0
## 26 0 996 8 8 0 0 0 0 0
## 27 0 996 0 8 0 0 0 0 0
## 28 1 187 9 8 2 1 0 0 1
## 29 0 996 0 8 0 0 0 0 0
## 30 0 996 0 8 0 0 0 0 0
## 31 1 146 9 8 2 1 0 0 1
## 32 0 996 9 8 0 0 0 0 0
## 33 1 197 9 8 2 1 1 0 996
## 34 0 996 9 8 0 0 0 0 0
## 35 0 996 8 8 0 0 0 0 0
## 36 1 0 9 8 2 1 1 1 124
## 37 1 0 9 8 2 1 1 0 401
## 38 0 996 8 8 0 0 0 0 0
## 39 0 996 8 8 0 0 0 0 0
## 40 1 0 1 7 2 1 1 1 605
## 41 0 996 8 8 0 0 0 0 0
## 42 1 188 9 8 2 1 0 0 1
## 43 1 167 9 8 2 1 0 0 1
## 44 0 996 0 8 0 0 0 0 0
## 45 0 996 0 8 0 0 0 0 0
## 46 0 996 0 8 0 0 0 0 0
## 47 0 996 0 8 0 0 0 0 0
## 48 0 996 9 8 0 0 0 0 0
## 49 1 0 0 8 2 1 0 0 1
## 50 1 0 0 8 2 1 0 0 1
## 51 0 996 1 8 0 0 0 0 0
## 52 1 0 8 8 2 1 1 0 417
## 53 1 0 0 8 2 1 0 0 1
## 54 0 996 0 8 0 0 0 0 0
## 55 0 996 0 8 0 0 0 0 0
## 56 0 996 8 8 0 0 0 0 0
## 57 1 0 8 8 2 1 1 0 600
## 58 1 0 9 8 2 1 1 1 600
## 59 1 283 9 8 2 1 1 1 189
## 60 1 324 9 8 2 1 0 0 1
## 61 1 0 0 8 2 1 0 0 1
## 62 0 996 0 8 0 0 0 0 0
## 63 0 996 0 8 0 0 0 0 0
## 64 1 0 0 8 2 1 0 0 351
## 65 0 996 0 8 0 0 0 0 0
## 66 1 0 9 8 2 1 1 1 301
## 67 0 996 8 8 0 0 0 0 0
## 68 0 996 0 8 0 0 0 0 0
## 69 0 996 8 8 0 0 0 0 0
## 70 0 996 8 8 0 0 0 0 0
## 71 0 996 8 8 0 0 0 0 0
## 72 1 0 9 8 2 1 0 0 1
## 73 1 0 0 8 2 1 0 0 1
## 74 0 996 0 8 0 0 0 0 0
## 75 1 0 9 8 2 1 1 0 600
## 76 0 996 0 8 0 0 0 0 0
## 77 1 53 9 8 2 1 1 0 401
## 78 0 996 0 8 0 0 0 0 0
## 79 0 996 8 8 0 0 0 0 0
## 80 1 0 0 8 2 1 0 0 417
## 81 1 401 9 8 2 1 0 0 1
## 82 0 996 8 8 0 0 0 0 0
## 83 0 996 9 8 0 0 0 0 0
## 84 0 996 8 8 0 0 0 0 0
## 85 0 996 8 8 0 0 0 0 0
## 86 0 996 0 8 0 0 0 0 0
## 87 0 996 9 8 0 0 0 0 0
## 88 0 996 8 8 0 0 0 0 0
## 89 0 996 0 8 0 0 0 0 0
## 90 0 996 8 8 0 0 0 0 0
## 91 0 996 0 8 0 0 0 0 0
## 92 0 996 9 8 0 0 0 0 0
## 93 1 0 0 8 2 1 0 0 1
## 94 0 996 8 8 0 0 0 0 0
## 95 1 0 9 8 2 1 0 0 1
## 96 1 55 1 8 2 1 1 0 605
## 97 0 996 8 8 0 0 0 0 0
## 98 0 996 8 8 0 0 0 0 0
## 99 0 996 8 8 0 0 0 0 0
## 100 1 204 9 8 2 1 1 0 605
## 101 1 0 0 8 2 1 0 0 996
## 102 0 996 0 8 0 0 0 0 0
## 103 0 996 0 8 0 0 0 0 0
## 104 0 996 8 8 0 0 0 0 0
## 105 0 996 8 8 0 0 0 0 0
## 106 1 256 9 8 2 1 0 0 1
## 107 1 0 0 8 2 1 1 0 605
## 108 0 996 9 8 0 0 0 0 0
## 109 0 996 0 8 0 0 0 0 0
## 110 0 996 8 8 0 0 0 0 0
## 111 1 12 9 8 2 1 1 1 124
## 112 1 1 0 8 2 1 1 0 996
## 113 0 996 0 8 0 0 0 0 0
## 114 0 996 0 8 0 0 0 0 0
## 115 0 996 0 8 0 0 0 0 0
## 116 0 996 8 8 0 0 0 0 0
## 117 0 996 8 8 0 0 0 0 0
## 118 1 223 1 8 2 1 1 0 605
## 119 1 172 9 8 2 1 0 0 1
## 120 1 0 9 8 2 1 0 0 1
## 121 0 996 8 8 0 0 0 0 0
## 122 0 996 8 8 0 0 0 0 0
## 123 0 996 8 8 0 0 0 0 0
## 124 0 996 9 8 0 0 0 0 0
## 125 0 996 0 8 0 0 0 0 0
## 126 1 0 9 8 2 1 0 0 1
## 127 0 996 0 8 0 0 0 0 0
## 128 0 996 8 8 0 0 0 0 0
## 129 0 996 9 8 0 0 0 0 0
## 130 1 0 9 8 2 1 1 1 316
## 131 0 996 0 8 0 0 0 0 0
## 132 0 996 8 8 0 0 0 0 0
## 133 0 996 9 8 0 0 0 0 0
## 134 1 0 8 8 2 1 0 0 1
## 135 1 0 9 8 2 1 0 0 996
## 136 1 212 9 8 2 1 1 1 402
## 137 1 0 9 8 2 1 0 0 1
## 138 0 996 9 8 0 0 0 0 0
## 139 1 301 0 8 2 1 0 0 605
## 140 1 0 9 8 2 1 0 0 155
## 141 1 0 9 8 2 1 0 0 1
## 142 1 0 0 8 2 1 0 0 1
## 143 0 996 8 8 0 0 0 0 0
## 144 1 0 0 8 2 1 1 0 605
## 145 0 996 8 8 0 0 0 0 0
## 146 0 996 8 8 0 0 0 0 0
## 147 0 996 0 8 0 0 0 0 0
## 148 1 0 9 8 2 1 1 0 605
## 149 0 996 8 8 0 0 0 0 0
## 150 0 996 0 8 0 0 0 0 0
## 151 1 0 0 8 2 1 0 0 1
## 152 1 0 0 8 2 1 0 0 1
## 153 1 0 0 8 2 1 0 0 1
## 154 1 218 9 8 2 1 1 0 605
## 155 0 996 9 8 0 0 0 0 0
## 156 0 996 0 8 0 0 0 0 0
## 157 0 996 9 8 0 0 0 0 0
## 158 1 0 0 8 2 1 0 0 1
## 159 0 996 0 8 0 0 0 0 0
## 160 0 996 9 8 0 0 0 0 0
## 161 0 996 0 8 0 0 0 0 0
## 162 0 996 9 8 0 0 0 0 0
## 163 0 996 0 8 0 0 0 0 0
## 164 1 0 0 8 2 1 0 0 1
## 165 1 0 0 8 2 1 0 0 1
## 166 0 996 1 8 0 0 0 0 0
## 167 0 996 0 8 0 0 0 0 0
## 168 0 996 8 8 0 0 0 0 0
## 169 1 121 0 8 2 1 1 0 600
## 170 0 996 9 8 0 0 0 0 0
## 171 0 996 0 8 0 0 0 0 0
## 172 0 996 8 8 0 0 0 0 0
## 173 0 996 0 8 0 0 0 0 0
## 174 0 996 8 8 0 0 0 0 0
## 175 0 996 8 8 0 0 0 0 0
## 176 0 996 8 8 0 0 0 0 0
## 177 0 996 8 8 0 0 0 0 0
## 178 0 996 0 8 0 0 0 0 0
## 179 0 996 0 8 0 0 0 0 0
## 180 0 996 0 8 0 0 0 0 0
## 181 1 0 0 8 2 1 1 0 605
## 182 0 996 0 8 0 0 0 0 0
## 183 0 996 8 8 0 0 0 0 0
## 184 0 996 8 8 0 0 0 0 0
## 185 0 996 8 8 0 0 0 0 0
## 186 1 12 8 8 2 1 0 0 1
## 187 0 996 0 8 0 0 0 0 0
## 188 1 0 9 8 2 1 0 0 605
## 189 0 996 8 8 0 0 0 0 0
## 190 0 996 8 8 0 0 0 0 0
## 191 0 996 8 8 0 0 0 0 0
## 192 0 996 8 8 0 0 0 0 0
## 193 0 996 8 8 0 0 0 0 0
## 194 0 996 8 8 0 0 0 0 0
## 195 1 190 9 8 2 1 0 0 1
## 196 1 0 9 8 2 1 1 0 605
## 197 0 996 8 8 0 0 0 0 0
## 198 0 996 1 7 0 0 0 0 0
## 199 1 0 8 8 2 1 1 0 300
## 200 0 996 9 8 0 0 0 0 0
## 201 0 996 0 8 0 0 0 0 0
## 202 0 996 0 8 0 0 0 0 0
## 203 0 996 9 8 0 0 0 0 0
## 204 0 996 0 8 0 0 0 0 0
## 205 0 996 8 8 0 0 0 0 0
## 206 0 996 8 8 0 0 0 0 0
## 207 0 996 8 8 0 0 0 0 0
## 208 0 996 0 8 0 0 0 0 0
## 209 1 0 9 8 2 1 1 0 300
## 210 1 0 9 8 2 1 1 0 605
## 211 1 0 9 8 2 1 0 0 402
## 212 0 996 0 8 0 0 0 0 0
## 213 0 996 8 8 0 0 0 0 0
## 214 1 0 0 8 2 1 0 0 1
## 215 1 245 0 8 2 1 1 1 300
## 216 1 0 1 3 2 1 1 1 300
## 217 0 996 0 8 0 0 0 0 0
## 218 1 251 8 8 2 1 0 0 1
## 219 1 217 9 8 2 1 0 0 1
## 220 0 996 0 8 0 0 0 0 0
## 221 0 996 8 8 0 0 0 0 0
## 222 1 59 9 8 2 1 0 0 177
## 223 1 298 9 8 2 1 0 0 1
## 224 0 996 9 8 0 0 0 0 0
## 225 0 996 8 8 0 0 0 0 0
## 226 1 30 9 8 2 1 1 0 996
## 227 1 270 8 8 2 1 0 0 417
## 228 1 0 9 8 2 1 0 0 155
## 229 0 996 9 8 0 0 0 0 0
## 230 0 996 8 8 0 0 0 0 0
## 231 1 0 0 8 2 1 0 0 1
## 232 1 156 0 8 2 1 0 0 1
## 233 0 996 0 8 0 0 0 0 0
## 234 0 996 0 8 0 0 0 0 0
## 235 0 996 0 8 0 0 0 0 0
## 236 1 0 0 8 2 1 0 0 1
## 237 0 996 0 8 0 0 0 0 0
## 238 0 996 0 8 0 0 0 0 0
## 239 0 996 8 8 0 0 0 0 0
## 240 1 0 0 8 2 1 0 0 155
## 241 0 996 0 8 0 0 0 0 0
## 242 0 996 0 8 0 0 0 0 0
## 243 1 109 9 8 2 1 0 0 600
## 244 1 0 0 8 2 1 0 0 1
## 245 1 215 9 8 2 1 0 0 1
## 246 0 996 0 8 0 0 0 0 0
## 247 0 996 8 8 0 0 0 0 0
## 248 0 996 8 8 0 0 0 0 0
## 249 0 996 8 8 0 0 0 0 0
## 250 0 996 9 8 0 0 0 0 0
## 251 1 0 1 3 2 1 1 1 401
## 252 0 996 0 8 0 0 0 0 0
## 253 0 996 0 8 0 0 0 0 0
## 254 1 188 0 8 2 1 1 0 321
## 255 0 996 8 8 0 0 0 0 0
## 256 0 996 1 7 0 0 0 0 0
## 257 1 0 0 8 2 1 0 0 1
## 258 1 158 9 8 2 1 0 0 1
## 259 1 0 9 8 2 1 0 0 1
## 260 0 996 8 8 0 0 0 0 0
## 261 1 0 9 8 2 1 0 0 1
## 262 1 0 8 8 2 1 0 0 1
## 263 0 996 0 8 0 0 0 0 0
## 264 0 996 8 8 0 0 0 0 0
## 265 0 996 9 8 0 0 0 0 0
## 266 0 996 0 8 0 0 0 0 0
## 267 0 996 0 8 0 0 0 0 0
## 268 1 0 0 8 2 1 0 0 1
## 269 0 996 0 8 0 0 0 0 0
## 270 1 0 9 8 2 1 1 1 300
## 271 0 996 0 8 0 0 0 0 0
## 272 0 996 8 8 0 0 0 0 0
## 273 0 996 0 8 0 0 0 0 0
## 274 0 996 0 8 0 0 0 0 0
## 275 1 17 0 8 2 1 0 0 1
## 276 1 0 0 8 2 1 0 0 1
## 277 0 996 0 8 0 0 0 0 0
## 278 0 996 0 8 0 0 0 0 0
## 279 0 996 8 8 0 0 0 0 0
## 280 0 996 8 8 0 0 0 0 0
## 281 1 218 9 8 2 1 0 0 1
## 282 0 996 0 8 0 0 0 0 0
## 283 1 0 9 8 2 1 0 0 1
## 284 1 0 0 8 2 1 1 1 401
## 285 1 0 9 8 2 1 0 0 1
## 286 0 996 8 8 0 0 0 0 0
## 287 0 996 9 8 0 0 0 0 0
## 288 0 996 9 8 0 0 0 0 0
## 289 0 996 0 8 0 0 0 0 0
## 290 1 277 9 8 2 1 1 0 605
## 291 1 122 9 8 2 1 0 0 189
## 292 1 0 9 8 2 1 0 0 1
## 293 0 996 8 8 0 0 0 0 0
## 294 0 996 9 8 0 0 0 0 0
## 295 1 0 9 8 2 1 1 0 605
## 296 0 996 0 8 0 0 0 0 0
## 297 0 996 8 8 0 0 0 0 0
## 298 1 101 9 8 2 1 1 0 605
## 299 0 996 0 8 0 0 0 0 0
## 300 1 0 0 8 2 1 0 0 1
## 301 1 12 9 8 2 1 0 0 1
## 302 1 0 9 8 2 1 0 0 401
## 303 1 0 0 8 2 1 0 0 1
## 304 1 0 8 8 2 1 0 0 1
## 305 0 996 9 8 0 0 0 0 0
## 306 0 996 8 8 0 0 0 0 0
## 307 1 0 8 8 2 1 0 0 1
## 308 0 996 0 8 0 0 0 0 0
## 309 0 996 0 8 0 0 0 0 0
## 310 1 0 9 8 2 1 0 0 605
## 311 1 0 9 8 2 1 1 1 417
## 312 1 0 9 8 2 1 1 1 401
## 313 1 0 9 8 2 1 0 0 387
## 314 1 0 9 8 2 1 1 0 417
## 315 0 996 8 8 0 0 0 0 0
## 316 0 996 0 8 0 0 0 0 0
## 317 0 996 0 8 0 0 0 0 0
## 318 0 996 8 8 0 0 0 0 0
## 319 1 310 0 8 0 0 0 0 0
## 320 0 996 0 8 0 0 0 0 0
## 321 0 996 8 8 0 0 0 0 0
## 322 1 0 0 8 2 1 0 0 167
## 323 0 996 9 8 0 0 0 0 0
## 324 0 996 0 8 0 0 0 0 0
## 325 1 98 1 8 2 1 1 0 605
## 326 0 996 8 8 0 0 0 0 0
## 327 1 0 0 8 2 1 0 0 423
## 328 1 0 9 8 2 1 0 0 1
## 329 10 0 0 8 0 0 0 0 0
## 330 1 0 0 8 2 1 0 0 1
## 331 1 0 1 8 2 1 1 0 605
## 332 1 0 0 8 2 1 0 0 1
## 333 0 996 8 8 0 0 0 0 0
## 334 0 996 8 8 0 0 0 0 0
## 335 0 996 0 8 0 0 0 0 0
## 336 0 996 8 8 0 0 0 0 0
## 337 0 996 8 8 0 0 0 0 0
## 338 0 996 8 8 0 0 0 0 0
## 339 0 996 8 8 0 0 0 0 0
## 340 1 247 9 8 2 1 0 0 1
## 341 0 996 9 8 0 0 0 0 0
## 342 0 996 9 8 0 0 0 0 0
## 343 1 0 9 8 2 1 0 0 996
## 344 0 996 0 8 0 0 0 0 0
## 345 0 996 0 8 0 0 0 0 0
## 346 1 0 9 8 2 1 0 0 1
## 347 0 996 0 8 0 0 0 0 0
## 348 0 996 0 8 0 0 0 0 0
## 349 0 996 0 8 0 0 0 0 0
## 350 1 151 0 8 2 1 0 0 600
## 351 0 996 0 8 0 0 0 0 0
## 352 0 996 0 8 0 0 0 0 0
## 353 0 996 0 8 0 0 0 0 0
## 354 0 996 8 8 0 0 0 0 0
## 355 0 996 8 8 0 0 0 0 0
## 356 1 0 0 8 2 1 0 0 155
## 357 1 0 0 8 2 1 0 0 1
## 358 0 996 9 8 0 0 0 0 0
## 359 8 0 0 8 2 8 0 0 1
## 360 0 996 0 8 0 0 0 0 0
## 361 0 996 8 8 0 0 0 0 0
## 362 0 996 8 8 0 0 0 0 0
## 363 0 996 8 8 0 0 0 0 0
## 364 0 996 9 8 0 0 0 0 0
## 365 0 996 0 8 0 0 0 0 0
## 366 1 87 9 8 2 1 0 0 1
## 367 1 202 9 8 2 1 0 0 300
## 368 1 0 9 8 2 1 0 0 1
## 369 0 996 9 8 0 0 0 0 0
## 370 0 996 8 8 0 0 0 0 0
## 371 0 996 8 8 0 0 0 0 0
## 372 0 996 9 8 0 0 0 0 0
## 373 0 996 8 8 0 0 0 0 0
## 374 0 996 8 8 0 0 0 0 0
## 375 0 996 0 8 0 0 0 0 0
## 376 1 0 0 8 2 1 0 0 1
## 377 0 996 8 8 0 0 0 0 0
## 378 0 996 8 8 0 0 0 0 0
## 379 0 996 0 8 0 0 0 0 0
## 380 0 996 0 8 0 0 0 0 0
## 381 1 89 9 8 2 1 1 0 407
## 382 1 0 9 8 2 1 1 1 300
## 383 1 0 9 8 2 1 1 0 996
## 384 1 0 0 8 2 1 0 0 1
## 385 1 0 0 8 2 1 0 0 1
## 386 1 0 8 8 2 1 1 0 189
## 387 1 0 0 8 2 1 0 0 155
## 388 0 996 8 8 0 0 0 0 0
## 389 0 996 8 8 0 0 0 0 0
## 390 0 996 8 8 0 0 0 0 0
## 391 0 996 8 8 0 0 0 0 0
## 392 1 0 9 8 2 1 1 1 401
## 393 0 996 8 8 0 0 0 0 0
## 394 1 0 9 8 2 1 1 0 401
## 395 1 0 9 8 2 1 1 1 300
## 396 1 0 8 8 2 1 1 1 417
## 397 1 165 9 8 2 1 0 0 1
## 398 1 239 9 8 2 1 1 1 343
## 399 0 996 9 8 0 0 0 0 0
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## DRUGRES2 DRUGRES3 HOSPITAL DOA DEATH_DA DEATH_MO DEATH_YR DEATH_HR DEATH_MN
## 1 0 0 0 7 19 2 2017 23 35
## 2 600 996 0 7 14 2 2017 14 59
## 3 0 0 0 0 88 88 8888 88 88
## 4 0 0 0 7 31 1 2017 20 31
## 5 0 0 0 0 88 88 8888 88 88
## 6 0 0 0 7 1 1 2017 16 55
## 7 0 0 0 7 1 1 2017 20 0
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## 9 0 0 0 7 6 1 2017 18 40
## 10 0 0 5 0 88 88 8888 88 88
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## 13 0 0 0 7 11 1 2017 17 57
## 14 0 0 0 0 88 88 8888 88 88
## 15 0 0 1 0 11 1 2017 19 18
## 16 600 0 0 7 11 1 2017 14 30
## 17 0 0 0 0 88 88 8888 88 88
## 18 0 0 0 7 14 1 2017 4 0
## 19 0 0 0 7 15 1 2017 4 35
## 20 0 0 0 7 15 1 2017 4 35
## 21 0 0 0 7 19 1 2017 21 50
## 22 0 0 0 0 88 88 8888 88 88
## 23 0 0 0 7 1 1 2017 18 34
## 24 0 0 0 7 1 1 2017 18 34
## 25 0 0 5 0 88 88 8888 88 88
## 26 0 0 5 0 88 88 8888 88 88
## 27 0 0 5 0 88 88 8888 88 88
## 28 0 0 5 0 2 1 2017 18 5
## 29 0 0 5 0 88 88 8888 88 88
## 30 0 0 5 0 88 88 8888 88 88
## 31 0 0 5 0 4 1 2017 1 18
## 32 0 0 0 7 4 1 2017 17 10
## 33 996 0 0 7 4 1 2017 1 15
## 34 0 0 1 0 88 88 8888 88 88
## 35 0 0 1 0 88 88 8888 88 88
## 36 402 300 0 7 4 1 2017 23 48
## 37 417 0 0 7 5 1 2017 7 44
## 38 0 0 0 7 5 1 2017 7 44
## 39 0 0 0 7 5 1 2017 7 44
## 40 600 300 5 0 88 88 8888 88 88
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## 644 0 0 0 0 88 88 8888 88 88
## 645 0 0 0 7 17 5 2017 6 35
## 646 402 0 0 7 18 5 2017 6 50
## 647 0 0 5 0 88 88 8888 88 88
## 648 0 0 5 0 88 88 8888 88 88
## 649 0 0 0 7 18 5 2017 7 39
## 650 605 0 0 7 18 5 2017 9 10
## 651 996 996 0 7 18 5 2017 9 10
## 652 0 0 1 0 18 5 2017 99 99
## 653 0 0 0 0 88 88 8888 88 88
## 654 0 0 0 7 18 5 2017 21 43
## 655 0 0 0 0 88 88 8888 88 88
## 656 0 0 0 7 18 5 2017 23 45
## 657 0 0 0 7 18 5 2017 23 45
## 658 0 0 5 0 19 5 2017 14 30
## 659 0 0 0 0 88 88 8888 88 88
## 660 0 0 0 7 19 5 2017 15 16
## 661 0 0 5 0 88 88 8888 88 88
## 662 0 0 0 7 20 5 2017 4 30
## 663 0 0 5 0 88 88 8888 88 88
## 664 0 0 5 0 88 88 8888 88 88
## 665 0 0 0 7 20 5 2017 21 40
## 666 167 177 5 0 88 88 8888 88 88
## 667 0 0 1 0 21 5 2017 19 10
## 668 0 0 0 7 21 5 2017 18 10
## 669 0 0 5 0 88 88 8888 88 88
## 670 0 0 5 0 21 5 2017 99 99
## 671 0 0 9 0 88 88 8888 88 88
## 672 0 0 6 0 88 88 8888 88 88
## 673 0 0 6 0 88 88 8888 88 88
## 674 0 0 0 0 88 88 8888 88 88
## 675 0 0 0 0 88 88 8888 88 88
## 676 0 0 0 0 88 88 8888 88 88
## 677 401 177 0 7 21 5 2017 21 40
## 678 0 0 5 0 88 88 8888 88 88
## 679 0 0 0 0 88 88 8888 88 88
## 680 0 0 0 7 22 5 2017 12 55
## 681 0 0 5 0 88 88 8888 88 88
## 682 0 0 0 0 88 88 8888 88 88
## 683 0 0 5 0 23 5 2017 6 6
## 684 0 0 5 0 88 88 8888 88 88
## 685 0 0 0 7 23 5 2017 14 28
## 686 396 996 5 0 88 88 8888 88 88
## 687 0 0 0 7 23 5 2017 15 35
## 688 0 0 0 7 23 5 2017 18 32
## 689 0 0 0 0 88 88 8888 88 88
## 690 387 0 5 0 88 88 8888 88 88
## 691 996 0 5 8 23 5 2017 99 99
## 692 0 0 1 0 24 5 2017 11 33
## 693 0 0 0 7 24 5 2017 9 33
## 694 0 0 5 0 88 88 8888 88 88
## 695 0 0 5 0 24 5 2017 10 40
## 696 0 0 5 0 88 88 8888 88 88
## 697 417 0 1 0 25 5 2017 2 40
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## 701 0 0 0 7 24 5 2017 23 17
## 702 0 0 0 7 24 5 2017 17 35
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## 704 0 0 0 0 88 88 8888 88 88
## 705 417 0 0 7 25 5 2017 2 15
## 706 0 0 0 7 26 5 2017 1 0
## 707 0 0 5 0 88 88 8888 88 88
## 708 0 0 0 7 27 5 2017 5 55
## 709 0 0 0 7 27 5 2017 16 12
## 710 600 0 5 0 88 88 8888 88 88
## 711 0 0 5 0 88 88 8888 88 88
## 712 417 0 0 7 27 5 2017 5 47
## 713 0 0 0 7 27 5 2017 19 45
## 714 600 0 0 0 88 88 8888 88 88
## 715 0 0 0 0 88 88 8888 88 88
## 716 0 0 0 0 88 88 8888 88 88
## 717 0 0 5 0 29 5 2017 99 99
## 718 0 0 0 0 88 88 8888 88 88
## 719 0 0 5 0 30 5 2017 99 99
## 720 0 0 5 0 30 5 2017 13 50
## 721 0 0 0 0 88 88 8888 88 88
## 722 0 0 0 7 30 5 2017 16 32
## 723 0 0 0 7 31 5 2017 4 57
## 724 0 0 1 0 88 88 8888 88 88
## 725 0 0 5 0 31 5 2017 99 99
## 726 401 0 0 7 1 6 2017 0 3
## 727 417 605 0 7 1 6 2017 0 3
## 728 0 0 5 0 88 88 8888 88 88
## 729 0 0 1 0 88 88 8888 88 88
## 730 0 0 1 0 88 88 8888 88 88
## 731 0 0 0 7 1 6 2017 17 15
## 732 600 0 0 0 88 88 8888 88 88
## 733 0 0 0 0 88 88 8888 88 88
## 734 0 0 0 0 88 88 8888 88 88
## 735 0 0 5 0 88 88 8888 88 88
## 736 128 0 0 7 1 6 2017 16 30
## 737 0 0 5 0 88 88 8888 88 88
## 738 0 0 5 0 88 88 8888 88 88
## 739 0 0 5 0 4 6 2017 0 11
## 740 0 0 5 0 88 88 8888 88 88
## 741 0 0 0 7 3 6 2017 1 30
## 742 0 0 1 0 88 88 8888 88 88
## 743 0 0 0 7 4 6 2017 0 30
## 744 0 0 0 7 4 6 2017 13 46
## 745 0 0 0 0 88 88 8888 88 88
## 746 417 402 0 7 5 6 2017 1 22
## 747 0 0 5 0 8 6 2017 13 0
## 748 0 0 0 7 6 6 2017 18 45
## 749 0 0 0 7 6 6 2017 19 5
## 750 0 0 0 0 88 88 8888 88 88
## 751 0 0 0 7 7 6 2017 22 50
## 752 155 0 0 7 7 6 2017 7 16
## 753 0 0 0 7 7 6 2017 7 16
## 754 417 402 0 0 88 88 8888 88 88
## 755 0 0 5 0 88 88 8888 88 88
## 756 0 0 1 0 7 6 2017 16 28
## 757 0 0 0 0 88 88 8888 88 88
## 758 0 0 5 0 88 88 8888 88 88
## 759 0 0 0 0 88 88 8888 88 88
## 760 0 0 0 0 88 88 8888 88 88
## 761 600 0 5 0 88 88 8888 88 88
## 762 0 0 5 0 7 6 2017 10 7
## 763 300 338 0 0 88 88 8888 88 88
## 764 0 0 5 0 88 88 8888 88 88
## 765 0 0 5 0 7 6 2017 99 99
## 766 0 0 0 7 8 6 2017 14 41
## 767 0 0 6 0 88 88 8888 88 88
## 768 0 0 1 0 8 6 2017 20 30
## 769 0 0 0 7 8 6 2017 15 40
## 770 0 0 1 0 88 88 8888 88 88
## 771 0 0 1 0 88 88 8888 88 88
## 772 0 0 1 0 88 88 8888 88 88
## 773 0 0 5 0 88 88 8888 88 88
## 774 0 0 0 7 9 6 2017 9 4
## 775 0 0 6 0 88 88 8888 88 88
## 776 0 0 6 0 88 88 8888 88 88
## 777 605 600 0 7 9 6 2017 15 5
## 778 0 0 5 0 9 6 2017 99 99
## 779 0 0 1 0 88 88 8888 88 88
## 780 0 0 0 0 88 88 8888 88 88
## 781 0 0 0 0 88 88 8888 88 88
## 782 0 0 5 0 88 88 8888 88 88
## 783 0 0 1 0 88 88 8888 88 88
## 784 0 0 5 0 88 88 8888 88 88
## 785 0 0 0 0 88 88 8888 88 88
## 786 0 0 5 0 10 6 2017 99 99
## 787 0 0 0 0 88 88 8888 88 88
## 788 0 0 0 7 13 6 2017 15 50
## 789 417 0 0 0 88 88 8888 88 88
## 790 0 0 1 0 14 6 2017 3 45
## 791 0 0 5 0 14 6 2017 99 99
## 792 0 0 1 0 88 88 8888 88 88
## 793 0 0 0 0 88 88 8888 88 88
## 794 0 0 0 7 14 6 2017 21 30
## 795 0 0 0 7 15 6 2017 15 10
## 796 0 0 5 0 88 88 8888 88 88
## 797 0 0 0 7 15 6 2017 15 10
## 798 0 0 5 0 88 88 8888 88 88
## 799 0 0 0 0 88 88 8888 88 88
## 800 0 0 0 0 88 88 8888 88 88
## 801 0 0 0 0 88 88 8888 88 88
## 802 0 0 0 7 15 6 2017 23 40
## 803 0 0 1 0 17 6 2017 9 55
## 804 0 0 0 7 16 6 2017 16 53
## 805 0 0 0 0 88 88 8888 88 88
## 806 417 605 0 7 16 6 2017 21 30
## 807 0 0 0 0 88 88 8888 88 88
## 808 0 0 5 0 16 6 2017 99 99
## 809 0 0 0 7 17 6 2017 0 0
## 810 0 0 5 0 17 6 2017 12 5
## 811 0 0 0 7 18 6 2017 1 20
## 812 0 0 5 0 88 88 8888 88 88
## 813 0 0 5 0 88 88 8888 88 88
## 814 0 0 0 7 18 6 2017 7 20
## 815 0 0 0 7 18 6 2017 7 20
## 816 0 0 0 0 88 88 8888 88 88
## 817 0 0 0 0 88 88 8888 88 88
## 818 0 0 0 0 88 88 8888 88 88
## 819 0 0 0 0 88 88 8888 88 88
## 820 0 0 0 0 88 88 8888 88 88
## 821 0 0 0 7 18 6 2017 21 2
## 822 0 0 0 0 88 88 8888 88 88
## 823 0 0 5 0 18 6 2017 17 5
## 824 0 0 0 7 18 6 2017 18 15
## 825 417 996 0 7 19 6 2017 0 30
## 826 0 0 0 7 19 6 2017 0 0
## 827 0 0 5 0 88 88 8888 88 88
## 828 0 0 0 7 19 6 2017 4 0
## 829 0 0 1 0 88 88 8888 88 88
## 830 0 0 0 7 20 6 2017 16 28
## 831 0 0 0 0 88 88 8888 88 88
## 832 0 0 0 0 88 88 8888 88 88
## 833 0 0 5 0 20 6 2017 99 99
## 834 0 0 0 7 20 6 2017 23 20
## 835 0 0 5 0 20 6 2017 23 56
## 836 0 0 5 0 88 88 8888 88 88
## 837 0 0 0 7 21 6 2017 0 45
## 838 600 0 0 7 22 6 2017 13 15
## 839 600 0 0 7 23 6 2017 4 10
## 840 417 0 0 7 24 6 2017 16 43
## 841 0 0 0 0 88 88 8888 88 88
## 842 0 0 0 7 25 6 2017 3 54
## 843 600 0 0 7 25 6 2017 2 33
## 844 0 0 5 0 88 88 8888 88 88
## 845 600 0 0 7 9 1 2017 1 40
## 846 0 0 5 0 88 88 8888 88 88
## 847 0 0 5 0 88 88 8888 88 88
## 848 600 0 1 0 88 88 8888 88 88
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## 853 0 0 0 7 23 5 2017 4 35
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## 858 0 0 0 0 88 88 8888 88 88
## 859 0 0 5 0 88 88 8888 88 88
## 860 0 0 5 0 10 1 2017 15 34
## 861 600 0 0 7 21 1 2017 23 35
## 862 0 0 5 0 88 88 8888 88 88
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## 864 401 155 0 7 23 1 2017 18 15
## 865 0 0 1 0 11 2 2017 12 7
## 866 0 0 1 0 28 2 2017 13 48
## 867 0 0 1 0 88 88 8888 88 88
## 868 0 0 0 0 88 88 8888 88 88
## 869 0 0 5 0 88 88 8888 88 88
## 870 0 0 5 0 88 88 8888 88 88
## 871 0 0 5 0 88 88 8888 88 88
## 872 0 0 5 0 88 88 8888 88 88
## 873 0 0 5 0 88 88 8888 88 88
## 874 605 600 0 7 5 4 2017 12 5
## 875 0 0 0 0 88 88 8888 88 88
## 876 0 0 0 7 29 4 2017 20 45
## 877 0 0 5 0 1 6 2017 12 56
## 878 600 0 0 7 6 5 2017 4 15
## 879 0 0 5 0 23 5 2017 8 32
## 880 0 0 5 0 88 88 8888 88 88
## 881 0 0 0 7 8 5 2017 16 39
## 882 0 0 5 0 88 88 8888 88 88
## 883 0 0 0 0 88 88 8888 88 88
## 884 0 0 5 0 88 88 8888 88 88
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## 886 0 0 6 0 88 88 8888 88 88
## 887 0 0 6 0 88 88 8888 88 88
## 888 0 0 5 0 14 5 2017 10 50
## 889 0 0 0 0 88 88 8888 88 88
## 890 0 0 5 0 88 88 8888 88 88
## 891 0 0 1 0 13 5 2017 22 30
## 892 0 0 0 0 88 88 8888 88 88
## 893 0 0 0 0 88 88 8888 88 88
## 894 0 0 5 0 88 88 8888 88 88
## 895 0 0 5 0 88 88 8888 88 88
## 896 0 0 5 0 88 88 8888 88 88
## 897 0 0 5 0 88 88 8888 88 88
## 898 0 0 0 0 88 88 8888 88 88
## 899 308 0 0 7 13 5 2017 9 20
## 900 0 0 0 7 13 5 2017 23 4
## 901 0 0 0 7 13 5 2017 23 4
## 902 0 0 0 7 14 5 2017 19 0
## 903 0 0 1 0 88 88 8888 88 88
## 904 0 0 5 0 88 88 8888 88 88
## 905 0 0 0 7 14 5 2017 12 50
## 906 0 0 5 0 88 88 8888 88 88
## 907 0 0 5 0 20 5 2017 23 41
## 908 0 0 5 0 88 88 8888 88 88
## 909 0 0 5 0 2 6 2017 11 21
## 910 0 0 6 0 88 88 8888 88 88
## 911 0 0 5 0 23 5 2017 1 58
## 912 0 0 5 0 88 88 8888 88 88
## 913 321 300 0 0 88 88 8888 88 88
## 914 0 0 5 0 28 6 2017 99 99
## 915 0 0 0 7 28 6 2017 17 28
## 916 0 0 0 0 88 88 8888 88 88
## 917 0 0 5 0 29 6 2017 0 0
## 918 0 0 0 0 88 88 8888 88 88
## 919 0 0 0 0 88 88 8888 88 88
## 920 402 0 5 0 88 88 8888 88 88
## 921 0 0 0 7 28 6 2017 23 45
## 922 0 0 0 0 88 88 8888 88 88
## 923 0 0 0 7 29 6 2017 15 0
## 924 417 0 5 0 88 88 8888 88 88
## 925 0 0 0 7 29 6 2017 17 55
## 926 0 0 5 0 88 88 8888 88 88
## 927 0 0 0 7 30 6 2017 19 5
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## 929 0 0 0 0 88 88 8888 88 88
## 930 0 0 5 0 88 88 8888 88 88
## 931 0 0 5 0 88 88 8888 88 88
## 932 0 0 0 7 1 7 2017 14 40
## 933 0 0 5 0 88 88 8888 88 88
## 934 0 0 0 7 4 7 2017 7 15
## DEATH_TM LAG_HRS LAG_MINS P_SF1 P_SF2 P_SF3 WORK_INJ HISPANIC RACE LOCATION
## 1 2335 0 0 0 0 0 0 7 1 0
## 2 1459 0 0 0 0 0 0 7 1 0
## 3 8888 999 99 0 0 0 8 0 0 0
## 4 2031 0 0 0 0 0 0 7 2 0
## 5 8888 999 99 0 0 0 8 0 0 0
## 6 1655 0 0 0 0 0 0 7 2 0
## 7 2000 0 0 0 0 0 0 7 1 0
## 8 8888 999 99 0 0 0 8 0 0 0
## 9 1840 0 0 0 0 0 0 7 1 0
## 10 8888 999 99 0 0 0 8 0 0 0
## 11 8888 999 99 0 0 0 8 0 0 0
## 12 8888 999 99 0 0 0 8 0 0 0
## 13 1757 0 0 0 0 0 0 7 2 0
## 14 8888 999 99 0 0 0 8 0 0 0
## 15 1918 2 28 0 0 0 0 7 1 0
## 16 1430 0 0 0 0 0 0 7 1 0
## 17 8888 999 99 0 0 0 8 0 0 0
## 18 400 0 0 0 0 0 0 7 2 11
## 19 435 0 0 0 0 0 0 7 1 0
## 20 435 0 0 0 0 0 0 7 2 0
## 21 2150 0 0 0 0 0 0 7 1 0
## 22 8888 999 99 0 0 0 8 0 0 0
## 23 1834 0 0 0 0 0 0 6 1 0
## 24 1834 0 0 0 0 0 0 6 1 0
## 25 8888 999 99 0 0 0 8 0 0 0
## 26 8888 999 99 0 0 0 8 0 0 0
## 27 8888 999 99 0 0 0 8 0 0 0
## 28 1805 1 0 0 0 0 0 7 1 0
## 29 8888 999 99 0 0 0 8 0 0 0
## 30 8888 999 99 0 0 0 8 0 0 0
## 31 118 0 43 0 0 0 0 7 1 0
## 32 1710 0 0 0 0 0 0 7 1 0
## 33 115 0 0 0 0 0 0 7 1 0
## 34 8888 999 99 0 0 0 8 0 0 0
## 35 8888 999 99 0 0 0 8 0 0 0
## 36 2348 0 0 0 0 0 0 7 1 0
## 37 744 0 0 0 0 0 0 7 1 0
## 38 744 0 0 0 0 0 0 99 1 0
## 39 744 0 0 0 0 0 0 7 1 0
## 40 8888 999 99 0 0 0 8 0 0 0
## 41 2317 0 16 0 0 0 0 7 2 0
## 42 1640 0 0 0 0 0 0 7 2 0
## 43 1944 0 0 0 0 0 0 7 1 0
## 44 8888 999 99 0 0 0 8 0 0 0
## 45 1746 9 1 0 0 0 0 7 1 0
## 46 8888 999 99 0 0 0 8 0 0 0
## 47 8888 999 99 0 0 0 8 0 0 0
## 48 2353 12 26 0 0 0 0 7 1 0
## 49 8888 999 99 0 0 0 8 0 0 0
## 50 8888 999 99 0 0 0 8 0 0 0
## 51 8888 999 99 0 0 0 8 0 0 0
## 52 43 0 13 0 0 0 0 7 1 0
## 53 630 0 0 0 0 0 0 7 1 0
## 54 8888 999 99 0 0 0 8 0 0 0
## 55 8888 999 99 0 0 0 8 0 0 0
## 56 8888 999 99 0 0 0 8 0 0 0
## 57 2023 0 0 0 0 0 0 7 1 11
## 58 114 0 0 0 0 0 0 7 1 0
## 59 27 0 0 0 0 0 0 7 1 0
## 60 2345 0 0 0 0 0 0 7 1 0
## 61 8888 999 99 0 0 0 8 0 0 0
## 62 1435 1 15 0 0 0 0 7 1 0
## 63 8888 999 99 0 0 0 8 0 0 0
## 64 1700 0 0 0 0 0 0 7 1 0
## 65 1635 2 0 0 0 0 0 7 1 0
## 66 15 0 0 0 0 0 0 7 2 0
## 67 8888 999 99 0 0 0 8 0 0 0
## 68 8888 999 99 0 0 0 8 0 0 0
## 69 330 0 0 0 0 0 0 7 1 0
## 70 330 0 0 0 0 0 0 7 1 0
## 71 8888 999 99 0 0 0 8 0 0 0
## 72 1110 0 0 0 0 0 0 7 1 0
## 73 9999 999 99 0 0 0 0 7 1 0
## 74 8888 999 99 0 0 0 8 0 0 0
## 75 1150 0 0 0 0 0 0 7 2 0
## 76 8888 999 99 0 0 0 8 0 0 0
## 77 308 0 0 0 0 0 0 7 1 0
## 78 8888 999 99 0 0 0 8 0 0 0
## 79 8888 999 99 0 0 0 8 0 0 0
## 80 2042 0 0 0 0 0 0 7 1 11
## 81 145 0 0 0 0 0 0 7 2 0
## 82 145 0 0 0 0 0 0 7 2 0
## 83 8888 999 99 0 0 0 8 0 0 0
## 84 9999 999 99 0 0 0 0 7 1 0
## 85 243 0 0 0 0 0 0 7 1 0
## 86 8888 999 99 0 0 0 8 0 0 0
## 87 8888 999 99 0 0 0 8 0 0 0
## 88 1840 0 0 0 0 0 0 7 1 0
## 89 8888 999 99 0 0 0 8 0 0 0
## 90 8888 999 99 0 0 0 8 0 0 0
## 91 2122 1 47 0 0 0 0 7 1 0
## 92 815 0 0 0 0 0 0 7 1 0
## 93 8888 999 99 0 0 0 8 0 0 0
## 94 8888 999 99 0 0 0 8 0 0 0
## 95 1435 0 0 0 0 0 0 7 1 11
## 96 8888 999 99 0 0 0 8 0 0 0
## 97 2038 0 0 0 0 0 0 7 2 0
## 98 8888 999 99 0 0 0 8 0 0 0
## 99 8888 999 99 0 0 0 8 0 0 0
## 100 1640 0 0 0 0 0 0 7 2 0
## 101 945 0 0 0 0 0 0 7 1 0
## 102 1834 0 51 0 0 0 0 7 1 0
## 103 8888 999 99 0 0 0 8 0 0 0
## 104 8888 999 99 0 0 0 8 0 0 0
## 105 8888 999 99 0 0 0 8 0 0 0
## 106 115 0 0 0 0 0 0 6 1 0
## 107 115 0 0 0 0 0 0 7 1 0
## 108 530 0 0 0 0 0 0 7 2 0
## 109 8888 999 99 0 0 0 8 0 0 0
## 110 8888 999 99 0 0 0 8 0 0 0
## 111 1758 0 16 0 0 0 0 7 1 11
## 112 8888 999 99 0 0 0 8 0 0 0
## 113 645 0 0 0 0 0 0 7 1 0
## 114 8888 999 99 0 0 0 8 0 0 0
## 115 9999 999 99 0 0 0 0 7 2 0
## 116 8888 999 99 0 0 0 8 0 0 0
## 117 8888 999 99 0 0 0 8 0 0 0
## 118 538 0 0 0 0 0 0 7 1 0
## 119 1310 0 0 0 0 0 0 7 1 0
## 120 1310 0 0 0 0 0 0 7 1 0
## 121 8888 999 99 0 0 0 8 0 0 0
## 122 8888 999 99 0 0 0 8 0 0 0
## 123 1433 1 23 0 0 0 0 7 1 0
## 124 2059 0 0 0 0 0 0 7 1 0
## 125 530 0 0 0 0 0 0 7 1 0
## 126 430 0 0 0 0 0 0 7 2 0
## 127 8888 999 99 0 0 0 8 0 0 0
## 128 8888 999 99 0 0 0 8 0 0 0
## 129 9999 999 99 0 0 0 0 7 1 0
## 130 8888 999 99 0 0 0 8 0 0 0
## 131 15 154 35 0 0 0 0 7 1 0
## 132 1340 0 0 0 0 0 0 7 1 0
## 133 8888 999 99 0 0 0 8 0 0 0
## 134 16 0 0 0 0 0 0 7 1 0
## 135 1240 0 0 0 0 0 0 7 2 0
## 136 8888 999 99 0 0 0 8 0 0 0
## 137 1846 0 0 0 0 0 0 7 1 11
## 138 8888 999 99 0 0 0 8 0 0 0
## 139 2035 0 0 0 0 0 0 7 2 11
## 140 2100 0 0 0 0 0 0 7 1 0
## 141 1750 0 0 0 0 0 0 7 1 0
## 142 1901 0 0 0 0 0 0 7 1 0
## 143 1901 0 0 0 0 0 0 7 1 0
## 144 1400 0 0 0 0 0 0 7 1 0
## 145 8888 999 99 0 0 0 8 0 0 0
## 146 8888 999 99 0 0 0 8 0 0 0
## 147 759 4 1 0 0 0 0 7 1 0
## 148 950 0 0 0 0 0 0 7 1 0
## 149 8888 999 99 0 0 0 8 0 0 0
## 150 8888 999 99 0 0 0 8 0 0 0
## 151 715 0 0 0 0 0 0 7 1 0
## 152 8888 999 99 0 0 0 8 0 0 0
## 153 1731 1 41 0 0 0 0 7 1 0
## 154 43 0 0 0 0 0 0 7 2 0
## 155 120 0 0 0 0 0 0 7 2 0
## 156 8888 999 99 0 0 0 8 0 0 0
## 157 9999 999 99 0 0 0 0 7 1 11
## 158 8888 999 99 0 0 0 8 0 0 0
## 159 8888 999 99 0 0 0 8 0 0 20
## 160 545 0 0 0 0 0 0 7 1 20
## 161 545 0 0 0 0 0 0 7 1 20
## 162 2030 0 0 0 0 0 0 7 1 0
## 163 8888 999 99 0 0 0 8 0 0 0
## 164 1904 0 0 0 0 0 0 7 1 0
## 165 719 0 0 0 0 0 0 7 2 0
## 166 2115 0 0 0 0 0 0 7 1 0
## 167 1440 0 0 0 0 0 0 7 1 0
## 168 1440 0 0 0 0 0 0 7 1 0
## 169 400 0 0 0 0 0 0 7 1 0
## 170 1500 9 35 0 0 0 0 7 1 0
## 171 8888 999 99 0 0 0 8 0 0 0
## 172 116 0 0 0 0 0 0 7 1 11
## 173 8888 999 99 0 0 0 8 0 0 0
## 174 8888 999 99 0 0 0 8 0 0 0
## 175 8888 999 99 0 0 0 8 0 0 0
## 176 8888 999 99 0 0 0 8 0 0 0
## 177 8888 999 99 0 0 0 8 0 0 0
## 178 2000 0 0 0 0 0 0 7 1 0
## 179 8888 999 99 0 0 0 8 0 0 0
## 180 2003 0 0 0 0 0 0 7 2 11
## 181 8888 999 99 0 0 0 8 0 0 0
## 182 8888 999 99 0 0 0 8 0 0 0
## 183 8888 999 99 0 0 0 8 0 0 0
## 184 1900 0 30 0 0 0 0 99 99 0
## 185 8888 999 99 0 0 0 8 0 0 0
## 186 1915 0 45 0 0 0 0 6 1 0
## 187 8888 999 99 0 0 0 8 0 0 0
## 188 8888 999 99 0 0 0 8 0 0 0
## 189 8888 999 99 0 0 0 8 0 0 0
## 190 8888 999 99 0 0 0 8 0 0 0
## 191 1530 0 0 0 0 0 0 7 2 0
## 192 8888 999 99 0 0 0 8 0 0 0
## 193 8888 999 99 0 0 0 8 0 0 0
## 194 8888 999 99 0 0 0 8 0 0 0
## 195 39 0 0 0 0 0 0 7 2 0
## 196 1400 0 0 0 0 0 0 7 2 0
## 197 8888 999 99 0 0 0 8 0 0 0
## 198 8888 999 99 0 0 0 8 0 0 0
## 199 1943 12 23 0 0 0 0 7 1 0
## 200 8888 999 99 0 0 0 8 0 0 0
## 201 1848 0 0 0 0 0 0 7 1 0
## 202 555 0 0 0 0 0 0 7 1 0
## 203 8888 999 99 0 0 0 8 0 0 0
## 204 8888 999 99 0 0 0 8 0 0 0
## 205 8888 999 99 0 0 0 8 0 0 0
## 206 8888 999 99 0 0 0 8 0 0 0
## 207 8888 999 99 0 0 0 8 0 0 0
## 208 11 0 0 0 0 0 0 7 2 11
## 209 1953 0 0 0 0 0 0 7 1 0
## 210 2031 0 41 0 0 0 0 7 2 0
## 211 8888 999 99 0 0 0 8 0 0 0
## 212 8888 999 99 0 0 0 8 0 0 0
## 213 8888 999 99 0 0 0 8 0 0 0
## 214 1908 0 0 0 0 0 0 7 2 11
## 215 1857 0 0 0 0 0 0 7 1 0
## 216 8888 999 99 0 0 0 8 0 0 0
## 217 2235 0 0 0 0 0 0 7 1 0
## 218 250 0 0 0 0 0 0 7 1 0
## 219 1150 0 0 0 0 0 0 7 1 0
## 220 8888 999 99 0 0 0 8 0 0 0
## 221 8888 999 99 0 0 0 8 0 0 0
## 222 8888 999 99 0 0 0 8 0 0 0
## 223 215 0 0 0 0 0 0 7 1 0
## 224 8888 999 99 0 0 0 8 0 0 0
## 225 8888 999 99 0 0 0 8 0 0 0
## 226 8888 999 99 0 0 0 8 0 0 0
## 227 100 0 12 0 0 0 0 7 1 0
## 228 530 0 0 0 0 0 0 7 1 0
## 229 1652 0 0 0 0 0 0 7 1 0
## 230 1652 0 0 0 0 0 0 7 1 0
## 231 8888 999 99 0 0 0 8 0 0 0
## 232 2225 0 0 0 0 0 0 7 1 0
## 233 1605 0 0 0 0 0 0 7 2 0
## 234 8888 999 99 0 0 0 8 0 0 0
## 235 8888 999 99 0 0 0 8 0 0 0
## 236 900 0 0 0 0 0 0 7 2 0
## 237 8888 999 99 0 0 0 8 0 0 0
## 238 8888 999 99 0 0 0 8 0 0 0
## 239 53 0 0 5 0 0 0 7 2 0
## 240 1830 0 0 0 0 0 0 7 1 0
## 241 8888 999 99 0 0 0 8 0 0 0
## 242 8888 999 99 0 0 0 8 0 0 0
## 243 200 0 0 0 0 0 0 7 2 0
## 244 8888 999 99 0 0 0 8 0 0 0
## 245 1927 0 6 0 0 0 0 7 2 11
## 246 8888 999 99 0 0 0 8 0 0 0
## 247 8888 999 99 0 0 0 8 0 0 0
## 248 8888 999 99 0 0 0 8 0 0 0
## 249 8888 999 99 0 0 0 8 0 0 0
## 250 9999 999 99 0 0 0 0 7 1 0
## 251 8888 999 99 0 0 0 8 0 0 0
## 252 1443 0 18 0 0 0 1 7 2 25
## 253 2250 0 0 0 0 0 0 7 1 0
## 254 2050 0 0 0 0 0 0 7 1 0
## 255 2050 0 0 0 0 0 0 7 1 0
## 256 8888 999 99 0 0 0 8 0 0 0
## 257 1845 0 0 0 0 0 0 7 1 0
## 258 1641 0 48 0 0 0 0 7 1 0
## 259 1725 0 55 0 0 0 0 7 1 0
## 260 8888 999 99 0 0 0 8 0 0 0
## 261 1635 0 5 0 0 0 0 7 1 0
## 262 1635 0 5 0 0 0 0 7 1 0
## 263 8888 999 99 0 0 0 8 0 0 0
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## [ reached 'max' / getOption("max.print") -- omitted 83987 rows ]#6) Tally the number of accidents by day of the week (DAY_WEEK), hour of the day (HOUR) and gender (SEX). Visualize the results and explain what you find.
joinedtables$HOUR <- as.integer(joinedtables$HOUR)
joinedtables2 <- joinedtables %>%
filter(HOUR != "99" & SEX <=3) %>%
mutate(Sex = if_else(SEX == 1, 'Male', 'Female')) %>%
group_by(HOUR, DAY_WEEK, Sex) %>%
summarize(ACCIDENTS = n()) %>%
mutate(SEX = as.factor(Sex))## `summarise()` has grouped output by 'HOUR', 'DAY_WEEK'. You can override using the `.groups` argument.ggplot(joinedtables2, aes(x = HOUR, y = ACCIDENTS, color = SEX)) + geom_line() + facet_wrap(~DAY_WEEK)
#7) Now plot a choropleth map of the number of deaths on a county level. Also explain what you find.
variables <- c('STATE', 'COUNTY', 'CITY', 'FATALS')
fatalities <- acc[variables]
fatalities## STATE COUNTY CITY FATALS
## 1 1 73 330 1
## 2 1 89 1730 1
## 3 1 101 2130 1
## 4 1 73 350 1
## 5 1 13 0 1
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## [ reached 'max' / getOption("max.print") -- omitted 9248 rows ]#8) Is summer or winter more dangerous? Does this depend on states? Explore and explain.
seasons <- person %>%
group_by(MONTH, INJ_SEV) %>%
mutate(season = if_else(MONTH == 6, 'Summer', 'Winter')) %>%
mutate(season = if_else(MONTH == 7, 'Summer', 'Winter')) %>%
mutate(season = if_else(MONTH == 8, 'Summer', 'Winter')) %>%
group_by(MONTH, INJ_SEV) %>%
summarize(ACCIDENTS = n()) %>%
filter(MONTH %in% c(1, 2, 6, 7, 8, 11, 12))## `summarise()` has grouped output by 'MONTH'. You can override using the `.groups` argument.ggplot(seasons, aes(x = MONTH, y = ACCIDENTS, color = INJ_SEV)) + geom_line() + facet_wrap(~MONTH)
ggplot(seasons, aes(x = MONTH)) + geom_bar(fill = 'blue') + scale_x_discrete(limit = c('January', 'February', 'June', 'July', 'August', 'November', 'December')) + ggtitle('Number of Fatal Accidents in the Summer and Winter') + xlab('Month') + ylab('Count')
joinedtables$MONTH <- as.integer(joinedtables$MONTH)
joinedtables3 <- joinedtables %>%
filter(MONTH != c(3, 4, 5, 9, 10) & INJ_SEV >=4) %>%
mutate(MONTH = ifelse(MONTH == c(6,7,8), 'Summer', 'Winter')) %>%
group_by(MONTH, INJ_SEV) %>%
summarize(ACCIDENTS = n()) %>%
mutate(MONTH = as.factor(MONTH))## Warning in MONTH != c(3, 4, 5, 9, 10): longer object length is not a multiple of
## shorter object length## `summarise()` has grouped output by 'MONTH'. You can override using the `.groups` argument.ggplot(joinedtables3, aes(x = INJ_SEV, y = ACCIDENTS, color = MONTH)) + geom_line() + facet_wrap(~MONTH)